{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization of Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are a variety of ways to visulize DeepTCR results at both the sequence and repertoire/sample level. Often users would like to visualize how various sequences are related as well as how various repertoires/samples are related."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sequence Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to view how individual sequences are related, we can use the UMAP_Plot function with various inputs to create a variety of visualization.First, we will load the data, train the VAE, andc cluster the data via PhenogGraph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "import sys\n",
    "sys.path.append('../../')\n",
    "from DeepTCR.DeepTCR import DeepTCR_U\n",
    "\n",
    "# Instantiate training object\n",
    "DTCRU = DeepTCR_U('Tutorial')\n",
    "\n",
    "#Load Data from directories\n",
    "DTCRU.Get_Data(directory='../../Data/Murine_Antigens',Load_Prev_Data=False,aggregate_by_aa=True,\n",
    "               aa_column_beta=0,count_column=1,v_beta_column=2,j_beta_column=3)\n",
    "\n",
    "#Train VAE\n",
    "DTCRU.Train_VAE(Load_Prev_Data=False)\n",
    "\n",
    "#Cluster Sequences\n",
    "DTCRU.Cluster(clustering_method='phenograph')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now call the UMAP_Plot command to visualize the sequences in 2-dimensional space.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.UMAP_Plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first ran the command without any inputs, so all we see are all the sequences in 2D. Now, we can actually re-run this command and use the Load_Prev_Data parameter and set it to True so we don't have to recompute the UMAP dimensionality reduction step. We can now also color code the sequences by their class label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.UMAP_Plot(Load_Prev_Data=True,by_class=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also color code the sequences by their sample label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.UMAP_Plot(Load_Prev_Data=True,by_sample=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and by clustering solution..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+lXbS3wkRmsDlIELWjy+RPPEfmpofLc0m05pPqN5Mv+gO6HxsGAL8fWQ8R7/N4kRpYI/YHx8o4/YZSbgSTJDrUR1bExfKS10TUGr8WO2SEb3zGiT3YByWJ9kVfYLHB33A47tnkGjXnnxzIKJun/wdncYHNHd/qLKCmlcKrmoXiWp1QKEVeeV6cJ/jOnHLyBu311olU2gFjd+x34Ie8ptvvsm8efNwOp38+KP/Teum5KIxyFnr5mlqt//1kRjju9P55o8adJ1wg54rkhOq/nYpik9jXIUg8kjrp/lb9r9Ilj2PbfcUvcsPIcf5IfRKinXedeck1ckI92ekKJ4kjC7yJrZKU3ELvv2k4Y0UNnK5FL780kZBPU/8LhI4Kr+NmQOEC5tIED+kMQuLzJOrSaZ+g7ynMJ15+5ayp+gkAILqMbQmycxlsVcRo+tNlEniipQQkkI978FHk5MotLm4emmO5rk4ZJV5qUXM+esQ7O/uoWRfMf/qHO9ljGsiKq3R22/HZZnH1rjDzBjzPMPyutO+LIHBZzozqKD2arsmS9ue8D0uAvf0uErzvOtCVVTUcjsU+9mELqvjKcXX8QD0cBpDTT3kSZMmMX587RtUTT1kAFmWadWqOrZcix7y/fffz/33388nn3zC3Llz+fDDD5vuRfjhojDIituB++wPVwuOvAPs/fdQUma+S2hS43ywnxw65b+RIPBsq9m8nvU0RtXjq+xpTyU77AhZdKCQ7oiItJOP0de9DhPVPyYjNmLVDHKEzgws28VeS1ccksc4i0Dr0IZV4Cgvl3n18yIOSsVYJRf6cIkUezitnaH4DoADG92xqV1JoHFfYFmt/1F/T2E6d296A6fiJlbJJ0nJIkL11Ocrc4eSlpNOjjwAg+NG3ttdysQOFh4bHI1eEog0Bf6VX3LEyubTdhbd05fFe4px7ql/r0ByD8OlRIBYgiKobEzYz8aE/WyLPcIHG+s2yIvbHmdLvO86hG/HzUB1ywi6hqk3KacKUUptKJmF2lwfYSG+jW+YDz1hUfvdt2fPnixatKjeNv70kFeuXMn8+fP54osvqla+lVTqIVfKb55LIHrIN9xwA/fee6/m9k3BRWGQVcX3rnX9nVykfz4LAF1oAl1uW9wgV8bXx7Xt/iqCjm9Dx3Bd2UoOGxJ5vs0gEIpBkAHPI1qeqmJztuZS21FEIKYCOpXAaOdrqIiEKjYU4IC5E8+2uZ8Bya0xaEyNrklJmYt7l6STHupdhDTDVEaUy8hlxcmY1bq+OkqjVscAekP9kRv/2rcUp+ImRT5BW8V7QzGMcsLkI0QKxRzWt0HvupTvj3tuYE8NjUEUBIwSOAL8SmRbZf7ycz5aXpyAHlFpjyJ661K3L0+AUB3HYsoJy1GJd3i+TwfDi1mUcpyVSb43R3WKQMziw9i/yEA3cxD6YYFtFv685gf6L8tDmNlVsx9aGjEIefUGb7eFTkIaUVuwTEioXbmjLsaMGcOTTz7JggULuOuuuwCPHnJJSbUGSEpKCm+99RaKopCVleWlh2wwGLjuuuvo2rUrN998M1C3HvKwYcNwuVwcPnxYs/zmkSNH6Ny5MwDfffdd1b/PFxeFQZYMlkb1d5fnsv/1kXS7dw06c2RAfZUAHueWR4zFbklgjaUUxALO3cZRBYE9xtboFDePHUsnylV5vnpjTwR62o7y3rGniLr6m4DmClDscDNnUQbpFt8VoYv0DjZEZnFFUW0NDg86FNWIKDRc9Kh135vrPHe0NJu9hSeJVIpqGeOaxKv5FOu+odA1CgGBFccrmNUrgqRQHTd2C2XhvsBV6dZm2ukXp9UfX9viT80fhfGpS+gVaWRH2h5WrtpCekgxP7TJqjfU0S2q3DJ8N3cdS2b6p1tBEtFfoi2j8Zkt/+Peb0FX5w3UN5V+Ynnj9nqjLBCEgFbtLV0P+Y033mD16tXo9XqioqLOq7sCLiI95OOLH6Li5MZGjSGZIul+35qA+szfc5SFBzW4Lc6iUIxi+LnOLfUu1jJePLobi4aqGobuYwif+U/N17a5Ze75/hAnrA7cYv3jjytqS5zL942us3gbFvGY5uvWRBAkht22Bp0xzOf5tad389GqHbTSbaDCXL+GiA0TO10vIymeHfy7+kRwa69wHLLKuM8za2lGNBUq5djDbgehOvrgOuFKnrzyWYQaTyz5+W4Wf1LC5qgv2RdxUFMYxZ/3t2fSmdaY/m86gh9Xwfqcffy45CseO9gBgBPXd6ZbctOmposBhLxdLDRGD/miCXtLmfqvRo8h24txlGYH1OfuXoE9XipSRp0/zGR7BS9pNMYAzsPrCeSG+/2JAhyFkl9jDJBh9O1H1ZOHSUjXfE0vBJG8LkM4XLCrziby1jgm5F2Fw+Bf6c6MHVWs9skWn/VTGCWBJVN9iwg1BW79j1XGWFASCHH+gacmPedljAHi4nT8/g9RTND9nnF5s5AU/4k+/2mfhex0IR/xH7f75oFv6VHaTJVX4sKCxrgZuChcFgCipKfzPT9wZP4VjRqn9PBq4gbdorm9IAj0iQpjt9akkXoe9W/MOYU5kHpzsgvrmjdw7PoOXDaE0GhCrnwUY6fhPpt/e6IArfdot+DL0NtJ0f0VUZSgDr+9pLfQcdQTOCvyydz5IW6nFacgc9KocNwiYyvayMbNnieZuNB2/Hn8kqpYUFVRcRwMJ0QFRdQW+6oTqt/3hJDqr3ucRceK6Uk8s/EMm7ObttK1zjUOSe4B6EFpwzvj69aFtlhEbrrJwrW2vqxetdDv2LlmJ2lRpQzJK4Ou9etNnyjPRRbaBjh7DURaEM1NE0r5a/Hcc8/x5Zdfeh2bMWMGTz316xasvWgMMoDREk2vOansf3s8iq1h5epRA3/QXTBuMMO//FHTI7KghKNKtTcCjYrMyOLAC4jaNyxEdIeDoKDasin/3xzKBInIOV+hC/dOZMmrcGLTaVtRR7i9f5ChoTB9ehRhYdXhgorswmUvoSR7B7LTiiW6ExGJ1VErbfvfyqOLhyDX8c7kl5/k6S8GkiCbyNHZsYkixpR44ssuA1XU9IhvwoodT9MJKd4uljCDyMuXx+OUVf628Qw/Z9o1vXZ/CFgQlE6oqNzdJ4Iesf5Tt81m7TuhxQY3QoT/MVVgW3QJ12Ql+G2rmUgLYvhvX8Piqaee+tWNry8uGpdFTXrcu4ruD21GNPj2U9ZHSFL/Bl3z8yuHamonKh18ilmEud0YAo33VEFyh6HoSlF0FaiiC1V0gWCneN5ESpb8zat5pFGHXS8T5ao/VE5SBdrbPfHROh3MnGnitttCCAvz/jqJkh5jSCzxncbTqse1XsYYYN4PNyPjOyW5EqsOjhvtVEigCgp2fQ6noj9HFervB57wWOdZ/3HfeANRJt+bTwZJ4IVL44ipR2EvUGKNsPy6JG7tFeG/cSUabXK0XY/UK8lvu3YhcWyIK+K0sQluNAYdYtuYC8IYt2QuSoMMIOkM9HjgJyL7ztTcRzCEYWndp0HXSw6zaPq9iejoFtav1vEySYczkHgyFQTZjKwv8/1DF1Rcu7/Ftrs6T39CO09lDxcyOqXuaw0oi8eIxIwZEvfeG0JCQuCxsfllGWSWNkK4xafLxBsn4ciyx4d/fz//0THLpiXRytL4VNkpHUP4alobIoyBvS8dQxO9a/H5oJ3VhBpmRNAgU3pHl/HIIjzR/zAlOv83MC90IiRGICRFeQxxYgA3liAN5qI1yJW0Gfs4cUPu1NS2w8z6U6/rwykriP5+bXgC2+/rdhXT2l7uddwhSWyM1CY6BCCrOhTJz8pIAOvXz1T9eU3HOBIsesr1bkyyRILD4mUgIl1Gxjha8+of2vDAAyEkBqCidi7vb5rd4L5aUFXIc1yPQAhdo/X0iNWWIHNtF+0xtefSJ1bP21fE8/iQ6AZpILwz4sF6V8miCldmxZF4j7bqIVe2GchlCb04Hmrj5uG7seo8zqGa38Kqf0eHIMSHI7SJ9hjg1lGIBl2tjcggzctF5UOui7hLZlF+cgu2nDqqWUgmOt/yEcbohocMVbjdyBrXyI+sT0cS2oDRBEK1Uf0sIZkhJYVY6kl0qfyBiaJb2xOw7EKVXQiSngijjtcHt2L9V9/QNu84JiGPA2E6UiM6YjVFcs/YaxjQSvtNoT7yy7WHAtaHJIcgS+dklKkSrfKuYWvkZCKMIn8ZGkBNv4SGZTYC9Io10ieu4f0jjSHMG3Qnc7a/h6B6e66iHDoSKwyEThtEx3DtESIvX3IHnx1fz4dHV1Omc3M43IqESJTOQpwxAkEnnncBnSB1E7z9AaLeTPsZ84kbcgc6S/WPVwprTatxT9LrjxsbZYwBQvU6JFVLepgIiMgqoHo/8p40h/BUp16cNtS9MhVq/KcNlYK5Qyn66H7k/WnEvvZXrj22gYFlp+lZ6mZ6lp1nD+xhROnHfLRpPN/ufV3zyABqWQny/jTkA7tRK2oazqbRPwi3dyOu7DIsjraYHe1RnO05Zb+VlTGzuLpjCO9OSKBDpPaIgO4xRnrGNCyCIN7SsLTmmlzauhc/T3yJ3lEpXscT4xL5+7UPcmOHywIaTxAEbux4KSsm/IMEcyRdw5PoGtmG+NBoBL30qxjjlqyHXMnixYsRBMGvEFFTE1whn0XUm0kYcR/xQ/+AqzwfQdKjD9Uup+kPnSgS7ywi21j/ClNQq42BIMejit5iMwdCwrm9xyAGlhXRpaIclyDQrqKcKxoQgeG5iOd/yuGdOHe9iuDDlOtUkenH2lFgdPLjof8QaoxidOe6s+lUWUY5dRz3mm9Rj+yDylA9nR6xU2+kcVOJtrSioCKrYXOuQVFIqtffItBazSJZ+IDy3AhOJzxMUujkgMZ8ZkQMD67JI9saWH715I7adRLqw6I38sGlTe/SEQURqQ41PF+4d2zGvXwJFBdAZAy6idPQDRjWqDm0dD1kgLKyMl599VWGDBnS4Dk1lOAK+RwESY8honWTGuNKrhT93MVVCahODtDJfXwvJAWB1PBoPk1sy1dxSQwvLWz03AyuWJ/GuBJJFZh25Hp6nH6SFbveRTm72nfsTsX+7MPYH78T+xN343jxcRzP/BHXWy+gHtoDioJTUMg12SjHhvvQFkre+SOXHM1qqkVyLXSCEwGocJXwaerTPLx4MNkltXV866JVqI73r0xgZIR290Mri4hZ3/gVsj8csotf8g/x4+ldFNhK/HdoIO4dm3Ev+tBjjAGKC3Av+hD3Dt+iPVpp6XrIAH/96195/PHHMZkavkfSUIIr5PPIzRNm8J81B0A45z6oAugRVLOXURTUcER3LxTd3jp9EL/PPklIIMkidSDJ/nfR45x7aFV+OzFHh7P2x9cYseKc+h+KglpQuzqzQRWx6t381PYwo/JUwt0C/QsFQpywpK2K0szLAhWZf66eyTOTVhNm0uZPjjBKXB8WyoYSbUkj70xowlhfH9hlJ39N/R9rc7zfc4to4PWh99I3tmlTot3Ll4DrnOQblxP38iWNWiW3dD3kHTt2kJGRwaRJk/jnP7XLDjQVQYN8HrFEt0YQDnkvDBUDAkaEOh5WdO7+yEooOmk3Dl217Gaiw8YNORlcWdjwR72aCKp/qyjhBlXBoIaTvCawaIQOZWHsjYnhra5nGJWnMiJfoEs53HcYPm8H+SaaryTGWT7Z/jRTez/CWz/fRZmz2sUzquNNXNP3T4iC9wq3U6wBUzrY/fxKBhgMxJxbbLAJccguJq96hmJXbTnMCsXJHZte5cWBsxiXVDtcssEU15E4Vdfx80Bz6yErisKcOXNYuHBhk89dK0GXRRNR5HCSb3Mg15O8IQgC3aO8k1EExDqNcSWS0pmhBZ159kBr5h7dy78PpfHB/u1NZowBFNF/8oBVjD+7ulc5beqHQmDloS7JjUERYF0C7IzyvE/hboHbjwtMzYOJFbH8deJyBiQ3XojdF4dyN/HS6mlexhhg/bFPeGTJYKxObxdAaBeJ3+eH1OtakRR4YXTTRJ7Uxbw9X/k0xjX5c+rCpr1oZB06FXUd10jPnj1JTU2tt40/PeTRo0czf/587ryzdrhqpR5yWloaaWlp7Nmzh1WrqovO1qeHXFZWxt69exk9ejQpKSls2bKFKVOmnNeNvaBz9nW8AAAgAElEQVRBbiSLjmRw48otTFy2gau/3cjU7zbx/v4T2GXfG0LTOrXx+lsVnKj+nKmqyqz8zxhs/5xBZUV0ryhr8g/Opfe/8skyDqGz6ykGu8bRS72LitADlIfswWHwvTmnCE4chmxspnTsxlNEOx0IZ39nm+Koet2SCpF2geOORN75KJWc1Bm0znufuKK/YnQ0LBGnIfz9G+8Vl6gTmDw8jFsyLNTSW1IhzCXwtjmW0Njm9R0vPqVNpXD66hea7Jq6idNAf060id7gOd4IxowZg8PhYMGCBVXHdu/eTUZGtZRqSkoKaWlpKIpCRkaGlx6yoihcd911zJ07lx07PGp/dekhA7hcLvbt01ZaLCIigjNnzpCenk56ejpDhw5l2bJlDBrkV6StyQi6LBrAkaJSbluzHbcPO5pvc/DuvhP8klPIa5f1wyR5/1ivapfI5uwC1mSeVSETFFAdQN0bCL0rDtHK1cAoCo24dUW43ZHo5GpXhCI4cOnPIEtlyIKORPElRPWcjC9BwWU4gyxVYLFVi3k79bk4DTnebgh9EXcc87goSgyQZYY2Ns+pA9It2Ow3EKJWP0EY3V0ItY2n1LKMgoh/NrtLQ8ZFZtEh2kR1rToWM0zPdDmcYauMbLE42BPmQq/ChDNm+gww0Wpy84rslDi06zanVzTdE1Oln7ipoyxauh7yr81Fo4fcVDy6YSfrs+suRFmTO3u0586e3pstzjOnKP3gNly2MhyinnVhfXk7aToxxlAqnFLtShaqyo1nlnFjwXcNmq8K5AoRxKslfuOTVVWg3D2dGOdpBCkDhzFDU4pyJQZHawyuOFy6AhymzDrb5RtV3usEM05Cp3KBQrEzy6NeQ1TrfpwsCH+T0tDPNM+lobSN6M3scbVFyWWHSsluN65iFckiENFHhz6s+WN4U/OPcPfmNzW3X3Plc0QYfL+PvnR6gzQ9jdFDDq6QA+Cb41majTHA18ezuK1HCtLZ4PuC16agFnke7/WAXpGZVPILV5X8gmnIjVgmP8z+QitrThVxotRGjEnP1JOf0LqBxhg8BjhR1RYeddA0gyzpAeKdx+ntvgMhwLg0lz4fvSsWp8F3XbhK4hwCXUpVos66oLeH3FWvMQaIKJ9OacgXVPk8moliu+8CqJJRIHqwf73iQDhccoZ9hXlIgsgl8UkkWmqLXVl0gYVeVbgddRrkIC2foEEOgOdSDwXUPt/upMDmIN5iouiD26uM8bkIgOOXT3EWnab3jfPoHVstKq4OnEPB80saM23NiMiU6qGX/WsEHyWI/KEKLhTRhqpBq3hgIcQ4PTeqM4YUvwtxnZKAwdUJp+FwwPMKhNYR9VeFbgpOlhXz7I617D67KatShkoeUW47PcVw7h57N90jPTrG7cMCC6eLMjaTIP0FRlAP+TfOidLAa7ABSGdVueSMuqtgVKIeXkfBa1OJuvtjRKNnlSPozUQ99BVFr01t0PUDoZ3jB+JdaViU4gaPoQr1V4yuJPGs79imAwU9WrbFBJpfFP224Y2vLFMfuRXl3L3+awodNlTKUaQ0IAIBPUWSxAasbFj3AimucBZc/ReijWEMjOpAatFxv2N3C0vCJP22hePPF0E95N8op8vtLD6Sx2s70z0O2QCe4rtEhhJjMuA49JPmPmpRBoUvXob90LqqY1JUMuE3vQZC8+7mmyglSjmGkYbFmgqqHrux7sKjNTGIIbj6TyFh9kpNegoKDly6kw2al1ZCDdHom9mg/ffIzrPGuAJZ2gHEIHCOK0QwcsJg53ffPotbkfnX0D9oGnuexnZBWi5Bg+wDh7OCTxfdwX8/GMfqL6ZwZOOT7Mk+HKhqDzd09qSDOjLqUJGrE5Wyz+ZQ8PYNuHOPAGDoPIKoB5diGjQjwLHOEyqgSCBqWyFH3/Uhrab8DUNILL17WVD91FOxmteiiBrLYDUAg2TmH1evbrbxAdyKwvenPJ+nIu5CIK7OdHUBgTy9nQ8PryZUb+aniS+SYPSdTWkUJL4Z9zTxAVZED9LyCLoszuHY/sXs3fw8NbdFIuUCulp38ZNxIr8YR2sa56YuyVyV4skQMnQeiXPjfwKahwA48rLIf+cOYm58HkPnkUhRSdj3rPDb99dC547AJTn8RmaYBs9EF9eh6u/Ro6LYtz8L3FE+27ukLIrC3653TL0MPcoh0Q4r49F845REAzcMeJqB7ZonGaUm5S4nVrcTFQVVUBD9TFJAZNn+n7mj2wRC9Sa+m/AMLtnNohPr2ZR/iPahCdzUcTSJFt/vW5DfHsEVcg2spVns3fy8z5+JhMJYx3f0cvoP+7upUzIP9a2OyTW1a1hKq4EKjhkmUbboSRR7Gc6cw+BovlVioxDAZcr1a4yNvScSetXjXsdEUeDuO5IwhhbhrlElWhGslFqWcjr2XmSpHgElFW7MgoHFAkl27Y8wYcZo/nntlvNijAFC9HoMogTYEdAWCVGMdwalXtJxY6fLeX3YPczpfe1v0hi3ZPlNh8PB9ddfT6dOnRgyZAjp6elNMq5WgivkGmz+/h6/C6sRzh/Za6g/nPCToxlMat+KjpHVO95SyiDk9MBjuM3qGYrdsVh2fYv1pwX+OzQnBguGLpei7zAY96ldOPasAFlb+rQU1xHLFQ9h7DzS99AGgbtua0NJicLuPVbyytPJk75Ep+5HKasn1FCFUfmgq6HmHuaGMg0RamO73K5p7k2FXpQYk9SB5Rn70boZIf2Kayb7nuVUrHkDpSQXMSIBy9gHMPWe2KgxW7r85vvvv09UVBRHjx7ls88+4/HHH+fzzz9v8NwC5aJaIauqSrbVQbbVgXJOQkzp0Z+oKPd/l41R8omX/ev4PrnFW5Ur6tZ3INJ/YcpziZBPkKMbiDM9FeylAfdvUlxOwq97DnP/qYRd8zfNxtjQfxpR931RpzGuSUSEyKiRYVx3ZW/uveIfPD5+ES9P20ZdPohupdDZ5n1uXC6a7N3wTuffH39rl/5YJBPg39euojK6dW+/7ZoD+57llH8zF6UkB1BRSnIo/2Yu9j3LGzVuS5ff/Prrr7n11lsBmD59OmvWrCGQ5LnGclGskBVV5a+bjrI2s4ZBUxXChQKe6CvQOyKe7O+eQONTJEbVvyTjyTIbqqp6RRDE/nEZFbtWUPGV9nCbSPkEEfIJXAc1d2k+VDeurL3okzyPloVGleOh4NSByQ0xNk8Ym1OCeDsknjWUzp1LKA+JIHTsA/WNXieiIHHDoL/z2fa/1To3wMc9KkoW6Fmisi+COn3J94xcgE5s2kQPLXQMj+bfwyfx8Pp0SqXy+jWoFYGHB2ovwtuUVKx5A1znCE657FSseaNRq+SWLr+ZlZVVdXPQ6XRERERQUFBAbGzzCkhVcsEbZFVVmfLVLgqd5yQ6CCKlxPG3tHLGqw+RGOkg1gX+doMUBIpFbZq6xQ4XUSbvMCpL3ysxtO1N8dvXo7psmvaeWlLFMznnMEJiZ9asmUOoCfoVetwF6lmpIKsOzG7YFw3b4lQuzYYIl4B9w3/QxXfC1PvKBl33knZXk118hHVHP/I6rqtj8TKkRKCtTWVdLFTo8HoTnxy/jNiwNr47ngcGxLZm1ZRnuHfpfaQZzPj6hAVV5Z2hDxCiP/8i6QBKiW8XQl3HzwfNLb/ZErjgDfJ/9p2ubYxr4BRC+ZlHGG94BlGFaD8Jasd1XSkTtIUX6UXfplQXlUTskxsoWzsf28/vI/oI+VIR2GW+kyPGa3ELZgQUot0HGV32CAZs9V439IZ/o8pO7Bs/RC7JAWvjK4pUT97Iz0t+T6+DRzAqNcT0z671ws4+ifcthDi7yqo2MOmUikUWKF/2jwYbZIBr+s5hYLurWH3gfU4W7UFAxBliR1fuOzW8lVPghtNgCwlDvuIhBrW7Gp3kvSo+nPcLGYX7CTFGMbjdZCTx/Pwk9JKO96YvYNOJjTy782PyJT0IAoKq0tucxOtjHiIkwLTppkSMSDjrrqh9vDH07NmTRYsW1dvGn/zmypUrmT9/Pl988UXVyreSSvnNSrW3c6lPfhMgKSmJjIwM2rRpg9vtpqSkhJiYxkmOBsIFb5Df3+dbm6AmpSRhJQoMRYTbVHR1rEntmFhrmIznbavhA1QBDAiqBKioggtUlfVZpUxsX/eHGXb5PRSEXUrhqndJcm1EOpuu7MbAV5FLcYnV2gYqEgX63iyO+pzJJXcSpvjWixBa98TU9VIAzD3GAVDyyR9xHdng933QQglOUo54G+O6aF0hkGxVORQJ/QsAt7bqG/XRJrIbs4ZVV3Io3L2E06ufq7dPhyH3EdPBWzZyx6kVLNr5PHZ3dQbmkm3/on1sf+65/NXzVvxzePsRLG8/AgBZVZDOrSbzK2EZ+wDl38z1dlvoTVga6HaqZMyYMTz55JMsWLCAu+66C/DIb5aUVN9UU1JSeOutt1AUhaysLC/5TYPBwHXXXUfXrl25+WZPXce65DeHDRuGy+Xi8OHDmtXepkyZwocffsiwYcNYtGgRY8aMOa+FYFvGp9+MaHLHCwInuBQEOGkCUVZrd3T2I6fiRWxqVwS1Rq01Ve8ptaSaEfBU/xDVUARCeHZrOi9vS6/30imDehB3y8tsSaiu5rwi/D0vY+w910hWRj3PvihwnvM9EaJTiPnDf2t1CZs2Fymxa63jgSLFtSdj7YuEu7R/QbsVw7EaxUWUJjDKNYnqeTUhbesuRhnSZiBRvbzTzref/JaPtj2J3V1OqKMj3XIeZ+Sxrxh+4nNCd0/n/Te+xmZ11TFi89FSjDGAqfdEQq/+C2JEIiAgRiQSevVfGh1lUSm/uXr1ajp27EjPnj154oknSExMrGpTU37zoYce8pLfHD16NP369ePmm2+uJb/Zr18/ZFlm0aJFPP744/Tt25d+/fqxadMmzfO74447KCgooFOnTsybN48XX3yxUa83UC54+c3hn9dfnaCSzspK+uJ5lAp3woBCKNcLKFhQ7FNxuG4kw2hgYZInfVcR7ICMoFrq3ZgBmDeqI3ZFRVZUBieEE26sfjBRFTcIEu6cQxQvuBkH4SyNWgZ+7srxxj9hFlPpegZizto487iHCBlxq8/2qrMC2/bFVGz6CKwN0FbWGYi89wv2v3cNrW2BrRg+7qTyu6OePrF/0/Z5BILidpC3eQFFe5Yi2z0rLckUQVSva4gfdjdiDT+soio8+fWlOOUKEkrH0iPnL4g+HhRlwc7EORHoDRfOQ2RQfvP8EJTfbAJaUS3+U2qAfZHQu1hFp1aA+Amq4XMOhkwEpgAgqiZUFL/GGGDO+mM1/lIJUZ08JvxC+8x1RJZn4EZiZ3gflNA+6N1D/BpjAJs8ArOUyqEYGHoaRAQsw39fZ3vBYMEy/BYsw28h95mBmsR8KpFa9SDi9veQsw9h0pYZXYWKWt1Hp72KcyCIOiOJox4kfthdOAqOg6pijOngZYgr2Z+9HqdcgcnVih45T/k0xgCSamLdAgfjHgj+RIKcPy74b9u1HaJZerz+TS2DWkY8R7yO5ZtgXRwMEbqzrywCNyK/WLzLCfmrhecLneLm8cw36VdRHcemQ2Zw6U5kBL6K6q9pHLXSbSJCVhh06jJNs68rUI9YxM2voZTkUrboz0QF+CSfbYGOZ5MLw6Y9H+CVtaGqKo4fClEOViC0i8U0IQZB7/uzySjylPNpUzwV8VxRn3Owl6m1Qhf9zWPPKhuZu1VUGSQ9tO6uo/MIPeaIluOOCBKU3/zVeHRwe745Ueiz3BIAqsJQ1bdOgizB38XrKY3SngHkjxkFy72McU0kVKYW/ZfvI8ZTLtUOyxKwoWIAJPRi9ao7P8JI/8lParq+Mz01oNuIVQf73x9Ht0LPhoOWJ4KanAiDgWfAfPl9GLuPDqivFipeSIdj1RtP6m4rtm8KoLUe8987IJwT6RJi8ETIRFUM8Du2gICtRMUS6f81Zx20k7bUO0RHdkLGLjcZu90MnmEgvuP5j3sO4pug/OavyM8zBxJjPOfeo6qEqVlcrj5fa3VciYMQStVWXsfMimdXPs6djagGJuIuqW4mFP9cfxsUWruqw4JEyojQv0cb8yTaWibQ1nw5bUxXE6pbVtXGbTCiqtoqaSjlgfmPMyIg0dqwL8qhCJX+pt4kPbWdkEvvaMAI9VPxxFEvY+zFaRe2R2t/roNTrgZVQOsrWvu2jZXzrBRm1Z2VmHO0tjH2QoVtXzqxlzdvtZMgv30u+BVyJd9M7QvAJwdz2JedjpTzDyKpPyQuj261/LmTK75gk/FybrHO51vLTPYatGcdJTrziZb9pz9HyjtxC3YMqo1E04PoxVNV5wQBJME77tbtLOX7/47msms/JjQ8mbpQVZXTFemYBdBr2Ms9GQ5FJuiqQR65ZuVspyigDrmOEeO1rdobglzkgnw/Du0SBecJK4b21bGnZn0YHeL6U5K/h3CHtuogbgds/q8LvdnF+Nm141hTv9RwY1bhZKqLrpc1jx89yIXBRWOQK7mpWyJ0SyT1wO9Yl+avOkRtq9XXuY2+zm3okBlf8TVHdd2wi3UEm6sK1AhlUjWGNcWqJ2hrvBNZDfMyxvUhu638+GXtqiIxiYO4ZPy/Kc7fz5ZvH8TgiiA+FJL9iMYdjYS8UDC4tfmcBQTMEx7BcskMhPOQXOH4R7qmdu5XMjG86h3yd9+l7zAv/S+oxTJCANubLhusecvK2PuqP+/DG+pP0qnJ6QPuoEEOUi8XhcvCFwO7/85vm0QOUNMoC6qCiILubAJHvJLDPWUv08511KufQbUzyraKFLf38Rx9HHk6/2nXpUbQi6cwSfs0vJL6KcjZzvL/jmLbsodRJScOUz5ZYVBejzszJ8RjjAFkUXuRFHO/yefFGANQptFdZK09e1GQeOTWF7CZT3qt7LVgLwFFru5zZJMCGkNHlQAjVIJcfFy0Bhlg5ph36z3fNqYL8eZqLQpVEMmVvDf4EuUs7i37P2aX/J0byt/llrK3eKroUSbZFqE7R9FLEUS+jxpd7zUVILepiwar4NZZq68hwt44yAoFl+jVjNMhcLxGZrgsgl3DIlIVBASDuenm7A+te4v1tJsxuzftL9GBoARkmNO+8fit1QoXZrtNU5giQFj8Rf1zq6Il6yHPmzePHj160KdPH8aOHcvJk81bNuxcLupvSJuEgcya9DUGnXelXgGRIT3v5Mbx/+HjiT28ftNbjJfVHkiFRPk0/Zzb6OlKw4gDQZS4oscAzl1ffhU9no1hvnf4FeBItEc9rSkxOGJrCccrIpyMhO2tYGcC7I2Khl7X4zhHiAcgPdL/KvmHsF48uX4jpU5tkpyNpq3GR/9u9etB9BxrYtKfw5j0Z+13wbJ8z+Zc0Qu7sAWgN9Ft9G/LXVF8YDmH3p3E3nmDOPTuJIoPNE56E6r1kEePHs2xY8dITU3lhRdeaLQecqAG2e32/bjSv39/tm/fzu7du5k+fTqPPfZYg+fVEC46H/K5RIcn88AMT+SDy2VDpzN5xZ2G6HWsmdaXiUt34VBhm3EkvZ3b6eQ6jMkNRhnEs5nWTgnsOo+xi0kZzagBPRnZwcYL63Zy0CbhRkIRRP7V6nbyzHH0Lt1DorMYl6DDYSolJxQqmiMyqp4qHqoANj3Y9IUUFkeT6DKTrdq8jHKRGU6FQ9vS2gtOFfg0dhQfJ1wO+cVs+nYlX08aT6SxeY2PaXYy9j8d9dvO8nCKpvEC0Ss4ZMmh9y9GXCUyWLT1M0dD+G9ohVx8YDlZP8xFdXueBlxlOWT9MBeAyO4NT5+uSw+5ZmWOhQsXsn37dt544w3Ao4f8yCOPMGrUKO644w62b9+OIAjcfvvtJCcnV+khm81mNm/ezP79+5kzZw7l5eXExsaycOFCWrVqVZV2vWHDBm688UYefvjhWvO7/PLLq/49dOhQPvroo1ptmpOL3iDXRK/3/cht0ut4c2w37lx9EEXQ8YXlTp7JfxqLUh1yJQAm2WOgrSY9HUd4Puz2kWYWXDMcVVWxntpDqbWciJhWhCQ8z8pPruSI3US+mEQHeZ9P1bemQFA1JowIJhKu+xdtlz3EqTDvFURWOORZoEMR4A5BEUQOWpJYGD+OHGO1X9yuKDy0fhP/HXc5zYkYpkMcF4myurjuNjPjAhozNBb8RQWqqHym38klS8JJVE2oqJpis8fc3dR+qOYld8MbVca4EtVtJ3fDG40yyC1dD7km77//PhMnNk67I1CCBlkjPWJCSDTryLG5mVn6JSGK7/hXAQixuyg7vBbjgBuqjwsCoe36UNM50v/Sp9my8kEi5CaUx/SBzh2Gg/otjcXaltiR/TB06EXv3y8ibN0/Sc//BavkMcySAjF2+CJ6HN9GD693rEPFpZQ6nYQbDPW2ayymGxJxdDIjv5ftXYDDALpH22JobwlovJG3m1jxf3XENZ9lb1gmVp2DUKfK7cOymJifTIeK+Hr7pAz+7f3MXGW+XQh1HT8fnE895I8++ojt27ezbt26ppm8Rn5735QmwC07OZ61nrKKbMJDWtMx6VJEDdEB80Z35aFvNzLAtqPedgKQs+5fxNYwyL6IbzOcgZe/wI51f0NVms/3WmHOQlB0qGLd2/wxhUOJHuDZVJGik+l47Wt0BGzlOTjPnMDx2eMIDiurE/3qowBwrKSM/nHNryNrHBQBgyI8ZXZkEHQNl0qUJImRd+jZ8L7v/PBDIdl83crz2b/XqZwCk8JPsQdpmxGDTvW986nHTdfLzuNmZxOhD0vAVVY7Tl8fdmHrIQOsXr2a5557jnXr1mFsZtfbubRYg5x7ZDWHVv+ZmttJ5sgU+l6zAIOl4T/0NVtfZNexL2odT4jqweUDH6N1XB8fvTykhJt4MXorSo6WRABt7oekDuNJbHsZmcdXknF4GUX5ezwKcDUwmCLpNfQxZLedg/tPUVgYhuraSYhug6YNflVyElraBWvoMVSx9tzjc8fSduokn33NoYmYQxOR7/mMTz58GrukbdWrq0OcXytWax6HDy8FVLp1m4nZXH+4oCAITfJtjog3MOkJA+98fwjrUQmLbKBQb2VjzBHOGKuDt39O8BiJTHMh77Rby5Sc/iTbq7+XKioHQ7MZOtaCTh/R+ImdZxJGPuDlQwYQdCYSRl7Yesg7d+7k7rvvZsWKFcTH1//k0xy0SIO86T9X4LbXfoy3Faez5cPxDLppKZaItgGN6XY7eHvJGFyy70D+3KL9fLZ6FgoQHTeS28e95rNdmGLFd32K2iiyC1Hyv0sn6Yy06zKFdl2m4HZVkHn0ewpy0xAQiG09iKQOE/jv/2TKy2v2mkGBSyUy5CDt4+dTXnoGW4UVkVIEwdugm0ISGH7jG+xb9Dq2nFzKQ4+jCi5CyzsRau9MyvQpRHWvTp5QXTbcxfmIRjNSuMcPK0W25r22U8Ht1hTm1S1KW1WVcykry2bJ0quhhj99954FgMiM6SuwWM5PbTNDBxcf2Ov2Nco13oICYzn/abueMLeJXqVtUAWVQ6E5FBmsxEv9GEngxW1/bSr9xLkb3sBVlos+LIGEkQ80yn8M1XrIs2fP5qWXXsJkMpGSksIrr7xS1aamHnL37t299JBvu+22qtXzuXrIlZt6ixYt4qGHHqKkpAS3283s2bM1G+RHH32U8vJyZszwFMBt27Yty5Yt89Or6WhxesgbP5yIXOG7GkYVgsil92zzecrtKOP0vsUUZ25FkHTEd7mKMpOR7zf9BbeiPauqiEgORt/KrO5DuTK5c5V4eFlGGie/1KbL0GtO02j/vvmmFUXzfl/15ykJJdxwvUp0XLVQkaK4KDqxnzNZCvuzk7ErFqKjRYYMMRAqFLBy0QmOW7uBIIGqohesjOqdS8/RfXj6l+2szPBfcdsiSay9dnKArxKOH1/O+g31C75cP3MtJlPzrzh3F+Tzh3WrGj3OGyPGMDihlf+G54GgHvL54YLRQz62+bUqY6ygUqbzrJPMCphqlgxSFUpydhGR2Lf6kKpybMM/Ob33CyqNkl1UScvfQL6BgDUnoyimb+G7vLwtj9WZPfnn0AnoRImw5H7aBhCa5q1dty4QYww1X6isRvLxZxASYmXqVDPR0SIul8TXazthrahsqnLmjMzxgxW4MYHYs3oIQcBFKGv2hLA1I5U/zeytySB/fMVov21UVUE4e5OTZRdLF1+H1Zbp93P6ctEEbrl5i9/xG0ufmDi6R0ZzoLhxG66D4hP9NwoS5CwtxiA7rEVkpX2IisppE+QZPFlilYS5VNrawHzWMB/f9Cr9p1U79I/+/ALZ+xdX/V0uqRwJ9X60DBQLFVzm+p7lOSF8cGgHd3UfDEB4j8mU7v+23r4Jox5q+IVrsHt348ewWuHjj21Mnapj+XduHC5qGT63KCAqAiieOOqaCAiUFXfl32veZv5lv+OedbVL4rS3lhDvtHGf6CRm8UKckdFIPfsjdfKsFJTTGZTt/JGcMzvYwXacgo3w8HZ06TyNI6kbsOLfGAMoijMgjeLG8NyQkdz382pybBUN6t/aEnJe67EF0c5Fq4dst5fx/eancMtORvV/kFYxvn052z69BoCTZjjjY2OzTA8HJehermJSBBSlujabozzXyxirqBwPaZwxriRcLaGNcoIlJ0K4resA9KJE8vi/ciT3AM6CYz77WJIHEzvwxsZfvIn56isflrgGighRdhdFptp+bwEB3amxbBCfYOO0Bbyz7wCLj6XTN+8Ud2ccIMVe7eBWz/6nbFiNKzwSFAW1vBQj0A5oS1f2h4bwYtd4LtmyjTjddq3ZxwBUVOQREtK43X4tJIWE8d8xV7H0xBGWpR8jq6Lcf6ca/G/sVc00syCN5aLTQ7baipj36UDeWnoZ6TkbyMzfyqerbmHepwM4muGtCayqKorLSrmk+jTGlcgiZJ7NVE3sfl3V8dzD33m1K9GBswlfWbJ8gkKHjROlRQAIoo7ON39M/PB7EY3VxUhFcxQJo/5I++verHocbxG5D6sAACAASURBVFn4t3rFRh3Xn/yQLiW1hY0iXSl85thJ2fp3ub93T75P+4EXjmzzMsa1KC2G8lKvKwtAz3IrL+85zaLIS/jeOJ1Qh0GzipEugHTlxhJhNDKrWy9eHzUmoH4CEKpv3jjsIBcezbJCtjnKeOersXWeX7ZhNtMue5OU1sMAqChOB+CMhu9viR5cgkpSz+qy7vaybK825U38qnR44lJr2gtB0hM/9E7iLpmFsyQbBDBEJDWJIXY6VXbtcrJz5/mXB1MFgTJdMpcWriXPtI/18W50iom2FSMJccdhk2Dr7g8ZrSaD1b+2c30kOB3clJXOJ23a84NpIhMcX1Oq4TtgNJ7/MLJESwg6QcCtcRP8ti7advWDBKlJsyzjFnxVO4PmXJasu7/q34LgCap3aJiNKkBktylexwzNHApVJkQQrjeSElY7lEsQdRijkjFGJjeJMS4pUXjnnQq2bHHjcPhv3xyIqolynQtZ3MD26PlsiX2FL5Jn8nPcXC7ND0d0gPJ9/cH9WpmW49kkTLN0BFeU3/Ymk3/50uZAEkRu6NRNU1uDIHB3L42bv0GC1KBZDLKsaLMkRWUZAJgjPGFZWqXC2w/wLnWf0MXbVxfWxAvLIiGWq+ON6Jt5g0ZVVf73P+2hec1BpB2+SVrJNcOX8UvsMR481orZR1tzRV44J0NW4xQVRuV206wB7I9wtydDURUEjhg608paX2uB62eubpLrNoR7evYl3lx/1p1JEFh/7U3naUZBLjSa3CC7Ze3LuoxcTyyxIIiYI9oRpSF7OC6yC9Hh7b2OmSOSiWlfLWYT7vYI/WihcgOqvvND3T8hH3uZ976ZTOrBjwgkdjsQjh51N5Wdaxgq5Bl3sD5+N+/v7MS/93Tgxsx4ZmbF8f/snXl4VNX9/1/3zj7ZSAhJIAsBQhKSAGFTUZBNRBDcN1wQobZfRf251rZWrS2otbTUBZdaK9WqKJG6ILiiyFaFAIEQMGyBACEQsmf2mfv7IyRkmWTWbHhez8PzMHfONpOZ95z7OZ/zPk/t7c9H/xuC3qnCgcvnw07bwtnkrsIqaehnlkitgtCmnwWlfmZ8+5zg5HX7i0ZW8d9pVzGpn/tjspaMvZh1Qow90p39kL///ntGjhyJWq1utcX7yJEjXHrppQwZMoSMjIxmDnXBIugxZFny/kgcYxOXsFE3vo/pnxdR4nS0a4h+XuY8t9eHTH2G3V88QsXh9UhIDKpTKGxhwO6OBlmxo0aNo/Gxcua5prJTaypl3fa/UVpazIwJv/Xw6nxnw4ZO8hJ2x5kXHOZM45UdWYQ6W7uoRdk1PPFTEnVqJxEO2Wuns/bYFnE2TNHXXp/zG2aXGOBU2BVVP65BSddx0agFWF5YCCXFoNEhTZ2FbvzUgPr2B7Us8+wFFwNwrLaaCquV/mERhHWwkVJXUFq4hqIfXsJaW4ouNJbk8+8hNjWwnXoNfsi33347y5cvByAvLy9gP+SsrCz69fP+dHiHw4Fa3Vr+kpKSWLZsGYsXL2713Jw5c3jssceYOnUqtbW1yHLwAwxBb9Ebk54GBiVcfLaeSsP4X2wiW5eKwc3sVpbVTBz5CGlJ7uPTskrD0Bl/Z8zNnxDZfzyhuihSrAYi7N6dQRSi0ZMYM6bxcVsyIzvD2be/jH/840c2/VjSRin/qPUtq6oZKu9/B91z5gWn121yK8YN6F0y5Vo7J3odptLo2wnWLXEBLyYPBiDMaWJU3dlToh2STHjNBUwa/U9Gf38K658egOKD4LCDuRblk/ewPDIPZ5H71MPOID40nKzefc5ZMd63biHW2hOAgrX2BPvWLaS0MDCT+rb8kBMTz951LFu2jHvuOeuZMXPmTL777jucTidz584lKyuLoUOHsmTJEnJychr9kLOzszGbzeTm5jJhwgRGjRrFtGnTKCmp/55OnDiR+++/n9GjR/P888+7HV9ycjLDhg1rJbYFBQU4HI5GF7nQ0FCMRt/cBL2hQ7IsYnqlc7Jyb7tl9NqIVotgskrNhdcvZ6zi4sCRbzlQsh6ny050xCAyB15JiMGzqZAhIp6hM/7e7Fp1XSnvfTWHOvOpNuvZ7LUcPel+OzaA5NKhrbqLH0P17I0qwiWtheMQmxPFTakjuHXYmDbreoss4+OuvLM4vQzReGJQneet8YlmPUXhVdTqK1EpKsLNvi+0OYGnUrM4oTciKy5uOf0NGs6+iIiQ8xlzxwtYf39XvX9GG9iXLkJ6/G/I4f55ZwjcU/TDS7ha+CG7HBaKfngpoFlyT/JDbkphYSG9evXimmuu4dChQ1xyySU8++yzqAKeCTWnQwT51unv8vz7F+Bs01JS5u5rv22zviTJpPSfQkr/tlPnfCE8JJbrJr3CR9/fT1XtUd8bUFQYy//Au333YlI3X3QrVZfz/MFv+LB4O4+MvoQLYwf6Pc70dJmCgo4xqfeERC0G1Q/oXRUey6oVGVmRcclOTvYqRnapCLW2n4rmQEKRoEalZn3vPryalIJJrWGAtYSry/9Hdu1xnCoVLtkJSCTOugfrPxa3K8YN2F57Dv0jT3v7UgVeYK11H0Jo63pn0Jl+yC1xOBysX7+e7du3k5SUxI033siyZcuYP987Xxtv6bDdC//vxv+RmtA6xpfQZzQPzu5YgyJ39I4YyHUTX/arbpjpYtZFlrcS46Ycs5Xz/zZ/wH/2+e+zMHly5214aIlOzqeP7insWs9hCBcKGlv9Dh7JJWO0hnmoAWoUNIqCIsFRnYHhtUd5/qdP+Ne2XVxRFEb/snQGlGYy4EQmSSeHoD1ZBwd/8m7wJ1v79goCQxfqfidkW9e9JTMzk9zc9hdnPfkhT5w4kVdffZVf/OIXreo2+CHv2LGDHTt2sGvXLr788qxJlDd+yO5ISEggOzubgQMHolarueqqq9i2rX1fdH/o0O1kM8f/mQdnb2v274ZL/tGRXbbL9zvcx408Yp7K/pAj7RZRpPqjkp7f/R3by9ov2xaSJDFypL+3QCZkuQi8NgdtjlqqN3U6FuHZTEdGIqEiBaMlDI1Ti+zDx6i33c6CIwd4ds9BsstDkFE1LgxKSKgUNVqnBvtbS/16HYLgkHz+PcgtdkTKaj3J5wfuh2y1WvnHP87qwM6dOykuLj7bd3IyO3bswOVyUVxc3MwP2eVyce2117Jw4cJGQWzLDxnAbreze3frXae+MmbMGCorKzl1qj7suXbtWjIyMgJutyXdcX9vh3GktO0YcXtUyQaUdg4KbUCl1L+dD/wvB5ef+WsXXaTnoou8F2VZ3kZo2EzCwqcRGnYb4REzCQufjEbzrk/9hqpXA1ASXkGVvt1kYKBePOMqknFJHXQOYJDS6gT+EZs6ncETfo8uNA6Q0IXGMXjC7wPOsmjwQ/76668ZNGgQmZmZ/Pa3vyUu7qwrXlM/5Pvuu6+ZH3LDQaW33nprKz/k7OxsnE4nOTk5PProowwfPpzs7Gw2bWpthtUWW7ZsISEhgRUrVvCrX/2q0UdZpVKxePFipkyZwtChQ1EUhTvvvDOg98Id3c4PuSPYUZjD2lz/Y4xS+bO8G+/59kR2Sbjk+vdz8fnXMqHvYL/7BCgpcbB3rx2TycWgQRrS07UUFTn49NP6XG+V+muMxqfaNOax2UZiMXu+KzCq1tJH94fGx2qnzJATCcTW9EL2IIyl4cVEmHqjdwR/xdlrNBr0T7/Wdf33EIQfcudwzvghdwQffH0nR08FtqEgTJVLiCOEOnX7NowNYgywrexIwILct6+avn2b/4n691edycawtivGABrNNuz2HPS666hzM+mVsBKqXkWk5qVm1x0qF7vij1BoP06fqiQyytqOEYdaorDLoehdkSBVgdT5/huqu4OfEy4QdAXntCBvKfh3wGIMUBO6mgvK/8g3MT+0WUbtUuFwc15dsJEkifPO05Cb+75Hy0pJAqPxeUIHxDLv4stYty6Pwn3vgmJExkKUtBmVVNNmfavGgVVXBrgRZAVQojGa0+rDC1JZ0MXYq40nw85Dk5Ac1H4F5z4/Wz/krmTjLv+yKhpQABcqMs9fyE3OsVT/WMeW8PxW5TQuNfYWJzqP6O1+e20wGDNGS37+h54LUi/K3xd/xUzHJRwvuR+t9uyin+KgfjWyHeJq2snvVfRnBFMBqe3NJP5g1tZyMvwoMVWJGOzNV8brhVpGuu/36BIHtNGCQNA23dUP+ZwV5JKyXbhc7o9z94bIXpmMzX6Q9L4jGq8tTbucf2/sxydHdmJSWXBITmrVda3EOE4fxvi+KX737QmbrQZZ5f0uwSHOH3n7y6fQ2ppnYFhkCHG2PQsNseqIrW4jv1gC5OPgSgGcQZ0dWzQmjkcdRJEUjkXvR28zEmKOQO3SYFdbqQqtJOWuVWiMXeP8JhB0FOesIFfX+W82olbpuWP6262uS5LE3HEjkQttvFjwndu6oWodfz7/msZDUTuCTz713sDGhJ41ximcskRzB1p0nN2sY5fBBBjdiLLepmVU8cD2U9okF0jVoPiX29kW5aEnmmW1WLQmLNrm8fvS9S+QMO0PQe0XwOVycuDAGn748RmcTjMgMWDADC4e/6eg9yUQtOScFeToXql+1VOr9Nx7/YZ2y8xJvYCJ/VL5S95X5JUfxey0E6rWMTMpi9mDxtAvpOO28W7NfYG6Os8HjTaw2jiNUlV9Mr9JMqBTmu+etMlgl0DrUlAp9RGMSpXErXvTvMwvNgO9QNGCFJg5koKCSVODSdd2XLuB6n3fQpAF2WQ6Rc6HM1CUpmsBCocOfcahQ5+RkTGXMaODc1aiQOCOc1aQe0cMwKiPxmTx3gDn6otfZED8RV6VTQqN4sWL/NuG6Q9Op5133h2Hongfhjkq96VUjml8/JNmMBfYWqctKhJYz6Q+m2VwKbIPmz3OzKyVKJB83zFXpdGyP1RPhG69TyeDt/RZCBRFUcj5cGYLMW5OQcEy7PZaLhz7u6D2LRA0cE5vDJk86lGvyt0w+Z88OHub12IcLCqsJl7M/5bpn7/ExZ/8lSu+eJk1xfWLhk03ltTUHOU/75zvkxgDJLhK+GXtmwy21buo7dZkUCO1HV5QqI8rW1RO6lRe9qWcyT9WeoHL9zsDKxK9NLk+iTEAruBmtBQXf+/V+7tvXw6VlYeC2vfPjZ7qh9wZnLMzZIDUpClMc/yRr7csbGV0JCFz7eTXSIr1z3kqUPJOH+Wuje9hbyIsZrOdJ3JX8UTuqsZrcfowpp/8D/5GaTU4mGr9Fpckc0AziI+NM5lm/po+rtONZdQu6FerwylbiZWhVA97+pQx+kTfdloGFBXNUuKUOHCGglwJ1HolsmFOB9Wq9vO72+jcjzpt88OPz3pddu2393PN1R8Htf/uyNH9a9iz9SXMdaUYQmIZMvoeElJ+vn7IncE5LcgAmQNnkjlwJvkHPqb45FY0KgMj0mbTO6Lr0qVq7Vbu2vAudsXztmNVzX5+0vRnhL3Q783EEjDBsoEDmkFUyRF8EHItfR0lpDkOMLVqL3EmBQkbDQqaaIJqzUlOGULpY25jU4gigSuB1qobAkqd1/deTr9v0oK7tdpq9d4DpKbmKHZ7HRpN/c+k4lKQ5NbjsVW6sJUpqIygi5GR1T1nO/jR/WvI27AQp7M+NGSuO0HehoUAAYlyW37ITU/fWLZsGVu3buWll+o3LM2cOZOHH36Y8ePHM3/+fLZu3YokScybN4/ExMRGP2SDwcDmzZspKCjgwQcfpLa2lujoaJYtW0bfvn0bt11v2LCB2bNn89BDD7UaX3JyMkCHmM97wzkvyA1kDbqSrEFXdvUwAMg5uM0rMQY4ru5DlSqUkfbCgPo0YCXOUcIJdf2st0TdlxkVP9HX5H6mGe6AY70Pcsrcj9Ty3qjP+HTUbwgxgtIX0LipKeHLx6pOo0K2DMSlP+jb6+k73KfyntDpojCZvL3tVTi+o4ja1cm4mk7utZCyQEvldhdlmx3Q4jQzSQP6OIiZqiM8rXt/9fZsfalRjBtwOi3s2fpSQILcU/2QO4vu/ak4R1lxyHvbPkWSMaPHhhotgeX6xjlPUi5HM7Z2P8PqDjPcUtxu+VAnbI89xqaEEmJqQ5m+fzwaVygeZ6dKb3DJIJV6LBpz/gRWl1SSVuubC+CA61/1qbwnpk59iY8/vsbr8qWfKhhaHh9pg/1L2s40UexgLobD/7KCZCX+Bg1RI7vnaSPmOvchhLaudwZd6YfcWZzTi3rdlSqbbzFTp6Rir6Z/wP2GOO08V7yc209vYISl2Ks/fpwZbCoXRyOq+Sp5t/eRWyUSXGng7ANKGz3p9Rhm3cjM+b/AZb2o7XIt6D1mHrLa3ezcf3pFJKNSeedHrbXGo7cmB9ahAsfet1Oc07WnjLeFIcS973Fb172lp/ohdxZCkLsAtey75/FWXQbVkv+Oai4krju1m3CXb+liGpeEDR175bH8PfZa7s9M4rTG2/FLQG9wpYIzEVyR9fnKChASiu7JFwDQqVQM++0LaA1Z6GuHoDEnI9t6ud3W3fu8+fQdv8Cn1+Att96yCW9i07HlNwTNHrRyi4uT33bh4bZtMGT0Pa1+oFQqPUNG/zz9kDsLIchdwNCoeJ/rmGQDK0Mmc0Adj6uJGHgzY5UVSKxRiGh5pJY3lc0ZxB6dx8KtA/jsf8d4Zs9RtkYY8X1eFwJKLLgG1s+cLck4Vq9HaTITSr37TeLm/xp7aAkubSU02a0n6yNIunIJfcfd7XPPvnDrLe2f+BJecz59yr0PbXhD6ed2XI7gZo0ESkLKdIaP+z2GkHo/ZENIHMPH/T7gLIue6ofcWfws/JC7GxtLD3D/5hWeC7ZBqMtEtLMSteIg07qPqy7/N7mrrgRa5+aG22BQNe59jeuPOWm3r4TSaejtHXiAaK8wtL+9E1nTfDnDZbdQseczXJZqjPEjCYkP7iKeO4r2f826jb9ud5I8oPhPRFZPDHrfvcfL9JtpCHq7TRF+yJ2D8EPuYYyNGcjo6P5sLTvsV/1a2UitbETvsrBfm8T23E95+7rVrMiZ1qycwdGOGEO9GCs0CpDBGkK4qTcapw6X5MSkMqK3ez4vLyAqa7C/9C7aBbORtGfjwrJGT+9h13Zs303Ysek18va95jFiUWPc1iGCXLHNRb+ZQW9W0MMQIYsuQJYk/nbBtUxLCOxMLotcH+M7UleBwRDNzbPXEx19drdTnKkdMW5AggopgdiKJOLLUwizRKK3GzHawog2q3CojtAqfyvIKMUnsP5mCZan/4Gzzp9NIgH271K8EmOA8l6f48J/F8G2aPOAdkGHsGjRIrKzs5v9W7RoUVcPS4QsuhKHy8nKoh28sWcD5TZzQHsdNsx6GJ3q7A2P3VrDTy9PgXa8GRqQ60YwsLqdvGhFUx/77aRz7tRP/Ap1rzZsPzuAz3MeotT0rdflIyumkHz8yaCe+6eKgIzfdWwGgAhZdA4iZNEDKbPUcs+m9zlQfapZ2MAfJGgUY/PJvZhPFKC4HF6JsaRIJNY62x+AZAepBpRw/wfpA44//QP1Xx/plL4ATtasBx8SXyoiv8FgTSX29OygibK6C48kFHQfhCB3EQ9sfA/dyW3caC8mzlGJU5LYq01gsz6VOpVviztZkfFYTh/k2BdPYT7R+kST9tDbjGhc3ohKLdA5goyiYCssQpua3Dn9+eGLcTzuFY7HvkqfsmuJPT0bjbM3kqJCa69vza7Bpx9ZbWzP2VYt6DiEIHcB//36D8w8vBpD06wIBcZaCgl31rEy/EKv25KAJwaP5NAHd+I0+36MkuTlZozGBcAz2NRV2NV1yC4Nelt0UG/fAVz/XQuPzgtqm22htsdiV/nhFiYpnOqTw6k+ORgsg0g7+Co2rZ6oKjBWQGUY1Ho58429WOd7/4JzDiHIHYzTacdkOY1arceg68Weba8hHf6UtubA0S7P5uwNaGQVL154I6qt//JLjAEKDKOJrahERfveGpXGYsrDtiArKkDBoT6biax2GImsySCibhAKLkyak2gcoWiVUL/GBECp9z7WgWJMuZKq4lcCChuZ9Qc43WsNfSqupjwcjBboUwlOGcyeNgCqwRDv+2YhwbmHyLLoIMzWKtZtX8JrH13K65/M4JWVk3n/yzvYt/0f7b7psc5q+tlPt1Oinl+mXcT6WQ/Rv+IgFQWrPJZviy9D7yE/tP3kdwUXFWHHcKmsONSmZmIM4FCbOBW5lYN9V3IgYQUlseuoCt3v95gasPx2ScBteMPUcbdgMMW0HbmoP+3WI6d7ran/jwTVZ9bnYio81x204Oc1O+7OfshHjhxh0qRJjBgxgmHDhrF69eqgtOstQpA7ALO1gve/nkfu3rexNDlY1Ho8z6v6l5ryUHlYkHurMJ//+/AfHFn1KPIZJXHhlW40ogCjLP/hw5hrqFS3ndVwKvw4TpVnYyNXE1P72pDDKIF6Flvt2AoCF3ZPhGiNpEx9BIOpD1LTeLpS/29A2QCvvik2zVnjHcsZzyBZgbA2tjVKekh9WIexX/e8UT14cDU5H17Ov98aRc6Hl3PwYODi1OCHPHHiRA4cOEBubi7PPPNMwH7Ivgqyw+H+87xw4UJuuOEGtm/fzvLly7n77o7dGdoSIcgdwLotf6Gu4hCapuqoQJiXh1wkOk4zq3ZLu2UsShVHlRK2hPSjUgtHQqEoov7f8RCo8+I7LgEj7f9FKx9jcf8H2RxxATbp7OYMs6aO45GHqA7xPGNviVNtwSkHnr/s+o//s3+A0xYzywv38EnRfmrtbecPj0yZwsXXLaGvZiJT917K2ENjmbb3Mm7Mu4nRx8agcnkOKaidTXY0NtF1dYvvfmiGRMYf9WQ9FYKuT/cV402bF1JXVwIo1NWVsGnzwoBFuS0/5MTExMbHy5Yt4557znpmzJw5k++++w6n08ncuXPJyspi6NChLFmyhJycnEY/5OzsbMxmM7m5uUyYMIFRo0Yxbdo0SkrqT2ifOHEi999/P6NHj+b55593Oz5JkqiurgagqqrKJ9P7YNA9Pw09EHPdSbZ99wSnT9QLaeKZb6QFhQpt/dFIKh+ClPGOcnBpAbn+8FCp9dy3TGPgnzHnc6E5nCmms9kVFnX9vygL6GxaDErbuw4k4Ka6e3Gg5WhYFv8zOkiy/0RY5QQqor9ss543HI3+hv4nZwS24Gfxb8fE3vIy7vjuS1xNZumLtv1AiErNpzOuIUTT2i0urk8Gcbf8FdvWnUSu+BrJXq+kDknhpCOKwohTaBQYZININ7ciUZVn7SD1TTycFAmQwdBPIm6mltAB3f9rt237Urd+yNu2L2XgwBl+t9vd/ZD/8Ic/cOmll/Liiy9SV1fH119/7ddY/aX7fzJ6ANWVRXz3ofttvnok+trw+fY9VzsU2VW/SKaofmq37CbDENJtx4h3VDS7Xq4HjWLEpUTR397+AaRqbCQ7692zHBpQ/D406iwObS2HYz4j4dRUVIrWP2H2o0pBxSnu+M79j0md08HkTz9g3RU3ondzhA+AdvQwlMxUnFt28+WJr1lsWE2lZGoczEaDQoodptZCg5ux1hZLdOWs+gcK9Ko9217MRWoSb+1ZceK6Ovefl7audwad4Yf83nvvMXfuXB566CE2b97MbbfdRn5+fqedICJCFkFg3Ue3eizjixjVYuRHbf0HSsHklSht1aW4vW7SOlkReYnH+sb4EWgi4tHHpBE38WEMIYFt627Aoa2jOvQAtfqj/jWQOdjnKvO+9Tyzv/2bNe0+Lxn0/JBu4QljzhkxbvqkxH6txKozNh8GyyAGFz2P2hkOCvSuAlXD768M2qu6pwl9e4SExPl03Vu6ux/yG2+8wQ033ADA2LFjsVgslJV1XsaPEOQAKT+xA8UZPJNxGyr+GfZ/IDWosHf+xQc17mNdFpXEXt0ATqnadmxTNEYG3vhP0uZ/Qsqt7xI9cjbhUy5GZ/JdDFs3DmF1yVi0p6jRt39CiTt017eeBbXHsdoar+5FiuqqPZZ5+adXcLWzTFqskVBO3cuQA8vQ2eNROSGmHMIb9FsG/ZM6pNCet+lj5IgFbv2QR44IzIu6u/shJyUl8c033+B0Oflq61fUmms5rT2N2dE5BwmIkEWAHNoTvKPCdYYYEkY+QN2uFge1eUGtHE6+Josse/OdeiZZjyJJlKl70cdZn6u8Qz+YTyMuplgTi1NSoVEc9Fr1BQ9mZzE5od6rWT2mN5GfXM8pzSs4NRWt+vMaCYr7fEUUIygN3Uzo8XgkL+cB8s2XI4X5Fjp578Aer8sWlJ8mI6p3q+uKopBfuZs9VZ7b2tX/IBMiZfROMO501b+yMFBPUKO7Touk6nliDDTGibdtX0pd3QlCQuIYOWJBQPFjOOuHfP/99/PnP/8ZvV5PcnIyf//73xvLNPVDHjJkSDM/5DvuuKNx9tzSD7nhkNOcnBzuu+8+qqqqcDgc3H///V77Gv/1r3/ltnm38cziZ5AkiUVLF6GgcKj2EADJIckYNR23z12YCwXI5s/v4dSxzYE1ImkYP/MNImPqPzSPbvqB747Xx+oUFNRyPnbZw2+nK5oYO/yq9pXm49OOZa1hKo+XvE6Mo5wlMbdwUBvfZAbenAVZQ5iTngqAo6qGU39ahl13gtqIDbjUtUguHXpTKmb9flB7njU4kDk06a98XWFnbt7j9C/LJtyc7LGe5nd3ooqO9FiuJS/szOWd/Xu9Kjs9aQAPDMsk9/Q2XIqTAWED+L70ez4oWkGpxbs0rIv6XMSL57/g8zi7AmEu5Jl9VfuwK+27+UXrookxxLT5vDAX6kLiB00PXJAVO0f2fdwoyH++8Hw+PljEX3bsxO6C88372BDSzhdJkZFcvShTaSiVY4l11YuJAxXbdKOJtZcRby/lmdh5HNa1n8azNH8PlyYlEGc0oo4Iw3BnOpUffYKxZjSSImPVH8Ycusurl6VJuYylximoth5lWLUJpWY6lSHrMFhj0Lg8W1ltmgAAIABJREFUzDIqqsAPQZ6fnuVRkBUcOFTf8EnJbj4JcI0qRt/H77qKQ8GxxYH1HRs0pKtHgv5RHep48dXsbJwup0cxBiizltFL2wutKvhrA+KvHiBJgy9nx/dPBNzO0f2fkXn+A6jV9ZuqrxyYzJUDk7ln3UaOlIwCpx5U5a0rKjKSKx6J+jQui1Qf93Mi84nhKirlSEJddfwx7k6Oa707oPKRjf/j7amTAeiVNhX1zb0p/uRhnNaq5gUlFbqo/hj6DiUs+UIMcZlowuKQzsy+3/1sLc+u3srZ/AIdClMBhTrtCQy2PshnbNYUXM1CGY7/7UQ1ONmr8TYlRKtDI8nYFfexX6e8DZdqM0jB8XiWXf5tfnHscGD5q5sxVIDlN1aItRK6uHsfyNmTWbRoEStWND+1Z8qsKcx/aL5X9Q/VHiItIi3o4xKCHAT6DryMkoOfB9SG02HBaipDHX42Qb7KZmPbqTKc6v7ICiiOcBS5AiQLIIESiuTq1SjGKAoaxcpW7Wi2asdwWo4GoFYdQq0PaWyFVfULJHXHdlB75Aec1loSZjyNoW8GTpsJjTESWd1+GlftvsNc9c3WVtHi+mwTCaMtFjsmVGhQoW0VV1Zs/pvAfznzWiZ92vqILKe8BZd6vd/ttiTNAv13fMxVhzfyyrRl9DX09VjHWezE9rkd5/cedgmVQu1TdYQ+KUS5I3jsscd47LHHml0rqNyDt85/TsWJ0+VE5ceBxe3RLQW55ng+hz+8C+wmQCb6wl8RM+pWZI13x7R3NmMmLeKbsj3UVft3JFMDak3zL98/C/Y2OyVPwoDkatuac6DjIJt1F3JIPRCrHNjCQ+6LE9HZzxodlW97F4DIYdfRd+KDHutb31nV7k+AhIS2nRLqYalej7UlRo2Wh4eN5rmdG5Goz392YcKl2uhXe2oFHE1C7rICwy0woxo0wA3l5dz29f/x0WXvEKppbahk/8GO9QsbHMC3ve37QXEqPXZhsKch4ZsRq9VlxRjg96wl3UqQFaed3c9fSPNPrYuyTa9QtukV+l+zlLDkC7pqeO0y+boP2bnpWQ7v9S/ronfcKHSGqMbHFoeDT4uOeF1fo9g4z7qJFcabcMqtd6H5hKKwQZfOcFch0c7mYYqKnTlYyvYx4PrXkFXu+1EqqgmprgtoCOoxQwOqf/XAwbyw72HqnMfBdeYwVz91bU4FWCQoU4NWgTQrhDX5iIYqLtJqQ/jvkf9y26DbcLlcmJaYYUdALwEA2xo7upk9L4+5JxKli+K01XebgGDSrfKQdz8/lvamEIdXLsB8+mDnDcgHJEkibeQv/a4/ePjcZo+Pm0yYHV6aXwDTTav43HB54GIMIEm8GzWd3/S7l9d6X4NFat6m+Xgele04zClVtW0+5w3yzIsDqn/cdJyn8v6AyVlypkH/xTjUCUl2SLXBhSYYbW4uxg0MsZ3kvYOfU/tEHabbgyPGAM4j3n8GBIERo287c6IlsiSjVwX/jr3bCHLV/nV4c8Nw4J3bO34wfqI3tM5p9Ybs8U8Qk9DclF7rQ2wq1FVNlRxBpSrKc2EPJNhKua38M54seY3fl75Bgr2Uf0fNbPWXOb39/bYbCfP/Nk6+7CK0k/2/Czpad5S5G+fy2bHPAnebo35G7A3RDjMPr70D5VDgfTZFNbjbfEXPeSRJ8lqUo7RRyFLw/zbd5q9dvOpR7wo6Ov9UYt/wbSoWkzCOpNQrW11PCA0hOcw7g/dk+yHW6yd6VVZSXIS4atG4MRy6rHojT514jYm1uSTZS0m2lXB59Ubmnf6EI5rmGRrW8qI2+5B7t70rsBUGHVL6AFSzJqJ79gG0l17kfd0mKHVmLB99hWXxv3hmQzbXHBmExhn4x7tGBVYv/qRJp8Zw3tGxQT85RTe1Z3lgeEN39kMu+LGA2ZNmMyx6GF98/EWz5z567yOmj5rO5aMv57P3PwtKfy3pPjFkV/CPVu8KZLUBlw8/GuUnd1G050OSh7Q2J7o5NYWncz3c+you8nXDPfYT5qziStNKEl3FyNTfi9RIoXyqn0WRdjDDzIVcX/mN27oanMTbTzW7JrURP27kouGw0bP/s3rOFajTBngs1x5FH7xH7P+OICGRgJ4E9GTWRHP//pHcPuZzDoV5fwqLjNxsu7Rdgp16GONhD0zCUffmUgExMPhN+sKeotVsyFtKjekEYcY4xg1fwJDkwHbqNfgh33777SxfvhyAvLy8gP2Qs7KyfLLKdDgcqN2YSyUlJfH2v99m8eLF9Nb1Ri2pcSgOKisqefW5V/l+8/eEa8MZPXo0V115FZGRvufKt0e3mSGfC1SX7/dJjAEctip2bnqaT94YQ3Vl8yyNKwf055ZU96ZBAAkejFIa6O04xYLaF+h/Royhfh4frtQy0bYOgEur/9duG+oWsX3FbsJa4d6bwuFysWvcSL6P6cUBY/sLUs4vN+PLbtGWbF/xj0Yxbj1mmf9smU6UxbtZ5nVJ17Husu/YNjOXR4Y8jFE2okLFuhCokNue+cadmEZU1Ui/X4NbVBD6VNelvO0pWs1XPy6kxlTvh1xjKuGrHxeyp+jc9kNOTk5m2LBhyLKMUW0kNSKVjF4ZHP7fYaZfOp3kuGSioqKYOnUqn38eWKqrO7rNDLnXsOup3Nk6d7QncTKgHXsuvvvwGqbd/CW6JrHo+4ZlMjWhHzkHi9hXWYVLURgT04c5aSlE6vVc9/nXFNe2n9Ewp+5NVG3EU0NdtWhddoZYi3we8YF355Cx4NvGx4dranh2Wx75pyuwuVyQUh/myKgxc8+hk2TWtjZKUg4dxbmzEPVw35Psj5tKSN9c0SjGiiKD64wFm1yDJLmQkPjbjgnMvaBtB7iUkBTem/guKuls3H72oNnMHjS78fE7+W+Tv/0t0m3ljV8atT2UpOKb6H/Es9ufT2RC6G+6Nv94Q95SHC38kB1OCxvylgY0S+7ufshtcezYsWY/GgkJCRw7dsyv19Ee3UaQEy75jVeCHJHROt7aXSj48cWA29i4+m4mX1u/YFZXXczB3cs5fugrRtrrGB+eSP+0q0lKHYtKXb/C+/YlE5ny0We0tRbfz1GMoR3HuAilmmTHIb/G6rJWc+xoAR+ccrD+RCnH6tzfHRSEGXggM5Elu4vdirLzy41+CXLJW/8hCglFkVGs6WBPAuXMjFyyomgOI+kKGWxqHtNemP0nBocPJlwTTqzBu92Lt2TdhiPjFlbs/RbV5l8jASO2v0SYKXhxBTlFwvAbA5Ku6/OOa0zu95S3db0z6Aw/5K6mW4Us+t/07/YLqENIvCzwbcodQf6PL0Cbsug9tZX1Z8idLtnGuo9u4VDBcqzm0zgdFqrL97Fr83NsXP1L7Lb61DKDWs36a6/A2IaB9ijrVo/LTOdbN3KyHXvOtrBIGq75XyHLDxxqU4wbsKpkXk52v4KtlHu2wmxVR1EYXOisF2PTBWBLOSvGAIoObKkopvNQlLPvQKIxkUv7Xcrg8MFei3EDallmdsYU5DMzaUUV4PZrHaivUhOyzEjo2yEYnzR2CzEGCDO69z1u67q3dHc/5LaIj49vZhF69OhR4uPj/WqrPbqVIIf1y2LI3d+Bm1zaiKwrybrv+84flBcoisLBXR5+THzA6bCwZe0jOOzuQxGVp3az+fN7UFz1PwAqSeLba2YRZ2idF6ny4kciyVXMaZ3v+cv1ZpPeC0h+uIEig5uYsh+nMShHS9Ei18+KndFtF3TGgL3+VrOvoS8vnPc8ak/OeR4IjegPwMk+63yvHAH6J3SEvh1C6D9D0F+r65Y78cYNX4C6RZ6tWqVn3PBz2w+5LaZNm8aXX35JRUUFFRUVfPnll0ybNi3gdlvSbUIWDaj0YWTd3/4CU3fj2MHgnrt19MDn2CyVza4pZ7JqXYBNhurynax46wJGXfAbBqXXr/B/fPk0/rgllzVHjtLgebNLM5RMR4HHPqu1CoWORFJt3pvI79Une122gWN6Dcnm5il38qBEXCds2FaV4dpSffZGwyCh+11/VH1b/9Ao5vpZk2LzPAbFlszvhz7G9ITpGFRtbz33lhET/sS6j2/heN9VJBXfgNbuPv+74W8mIyFdDcbLjEjG7ie+7miIEwc7y6K7+yFv2bKFq6++moqKCj799FOefPJJdu/eTVRUFI8//jhjxowB4IknniAqKvC8/5YIP+QgsP6TO6g4tTMobUmSCq0+Cqv5bJqZgtIqi0BBoVYFTgnGjPx/DBnafMNM/ulyjtfVkdYrgrwVkzz2u8x4O7JTzRMn3/D6tukvMbexV+9bytoL+UcYXt08h0y68macb7ezu08FhiWDkYxnF91cZRXYnn4dV/UsPM7SJRfG14NzJFUDeRufoWhvDmE1KQzb9Sx6W/NwjEuysXvIKc6bMwhVfHANaPxF+CF3DoH4IXerkEVPxdWG1aM/KIqzmRiD+/P4JCRCnfUWDVu2PY/d3lzksnpHcWlSIv3Dwxl24W/b7fOQqj/HNP0p1sfzy8TH+SLkPI8eOCsjJvksxlFWO1ktxFi+bHL7YgzgBPN9+zD/9Qgue/3I5OhIpP7J3nWsyDgOBOat0ZLhF/2WYWN/Q2XECTZdMJuC9IWciPmKk9HfUdT3K2qMVQzdE4/5jxbsB86NHHtBxyMEOQgkpV7RJf1KSBhd9cfM7971rzbLJQ+5jtGTn2vMzGjAiUSuZiTvhp6dXSuSxKcxM4gc37aj23N9buWziPE+j3dklQlZkkCtQkpJQvPwXJSyRM8VG8a2x4TlrkJsn9UfOikPOh9vY9i2Z4pxWoPrCzEg43quuWMdk29cgXnKEI6NcHFIGsNbcRfw+6Fa7rmgitcTTRz+s5naOXW4TMH74RYExqJFi8jOzm72b9GiRV09LBGyCAYul51Vb3aNC52CQqUaIsP7c8XV//VY3lxbSuXpPXx85DRvnZBxttiPnxASwj8mjaO3Xk/VvrWUrn8RW+VZ17lqTSS/jv0Vdtl3BzKjWs3XV85A1eT4KPMj+1EqHD63pbmuD2gk7O+d9L5ShIzxr/7beraH9Qcbf/+mkt5WmWlHdUTa6t/XvCg7H/e3cNlRHeed0hKyzNhli3giZNE5iCOcuhhZ1jBq4jPkftd+aKAjkJCQUPB2pmgIjcUQGsv/9Yd5TierjxSz7WQZkTodt6SmEGM8u+gVMXgyEYMnYzqxG6epHHVINKeMidi/cL/F2hNDo3o1E2Oo9/v1B/vHZWju9GwI34wqF87DZlT9A1/Ya4riUFj5cTXTK3UMrGn+lRpermF4uYbX0+oYVK1Gft2M8f867pBMQc9GhCyCRPygSxl72asgde5vXMNKfnzSRJ/ralUqrhqQzB/PH80D2UObiXFTjHGZhA0cjyF2CElhoczo732YoSkpvVrnOsuxfnr92hUwuXy21bQuCuwQAXfYNtmQkVqJcVPm/WRkfawN18bgusEJzi2EIAeRPvFjuPSmwPb6+0rDSRZDhsxuv2AQuS0txS9Ps2G9WxuxaK4J4JDQIotvRzwAuMB1rO2di/6w7nsTE4+375ehQiLM3jNS3gRdhxDkIKM39m7mRdGRKCiYJBiWeQdGo//C5iv/PXjYZx2M0esZ3691iEE12Ajp/hl9O/b6lzlhX1vhV7222CnZCXF6Ftt4k/i6CdpHfEI6gPRRd3d4Hy4UTJLEyJELGDH63g7vrylrj/puqvL02DGt4scNGB9OhjgfQz0ycMLPdDJbcLMdKrTetadySeCdxfU5TXf2Q37ggQcasy5SU1Pp5SbM1pGIRb0OoH/aVVSczOdIoeesB2/pN2gGlaV52G3V6ENjSR5yE8lpVyJ1wKkFnqix+yaEOllmaO/2dzUZF6ZgLTbhfMq7cwRVo8JwbvHe57gp8pDgqmJ+lINSvZNYS/sbQCwqBcNT3fOgXnfkHlnN6vylVJhPEGmIY0bWAkYlndt+yEuWLGn8/4svvsj27dv9Hpc/CEHuILLH/57YxIvI2/g0Nkt5QG2NuPhPJA4O7IsQTHrr9Bw3ee/7/PQFHrN9ANAlGuGf6SguBeubx3Ftdi+4qnERaGZF+y3I6vPC/arXFv36qfikv5U7f2o7e6JO7UJOV1BFdY9de57IPbKaD7YtxH7GgrPCXMIH2xYCBCTKbfkhFxUVNT5etmwZW7du5aWXXgLq/ZAffvhhxo8fz/z589m6dSuSJDFv3jwSExMb/ZAbtk4XFBTw4IMPUltbS3R0NMuWLaNv375MnDiR7OxsNmzYwOzZs3nooYfaHet7773HU0895fdr9QchyB1I3+RJxCZNYNWbY3yuq9H1IjV7PgMzZyO1cavfVcxKTuK1gr1elx/nJnbcHpIsoZ8fD/PBkVeD4/tKsCnISXrUk3ohR5/JzDBIYPYtmq26MRpJHdz389nJMVx++jjJtSqmHmu9uFendvHUiFpeXuBjml4Xsjp/aaMYN2B3WlidvzQgQe4pfsiHDx/m0KFDTJ482a+x+osQ5A5GlmVGTnyabd/9rt1yCqAoKkxyEmFpv2PqBSNQd0MXMIDb0gfzrz0/YfdiU9GGq2cG1Jd6eBjq4WHun7s+Bsdb3t/qytMi0U1txxnOTyJ0Ku4bHc5iqZpv42xcflRHco0Kq0phc4ydz5Is/PNG36w+u5oKs3vf47audwad6Ye8fPlyrrvuOlSqzr2jEYLcCSQMmkZkzFA25NyB1VnWLHfWiZpCbmOfdMfZ6z/Bqn0mfjVRx8jk7vcn0sgySydcxC+/29BuuRfHjUXTgR9o7cWRuH6swbXXc/hEnhWJ/sqOE8Ub0iMYFWvg0XUn+WOMnYa9OqNiNKycHI+6nSOguiORhjgqzCVurwdCZmYmOTk57Zbx5If8xRdf8Oqrr/LBBx80znwbaPBDbrDfbIm3fsjLly9n6dKlXpUNJiLLopMICevHtDu+4NJJa0l13ktkxWjUVZP5nM/qxbgFThe8stZKUVlw/ReCxfDo3rw1ZQIRmtY+ylpJYuW0Szgvzrsj1QNB/3AS6hvaT/lTXRzRoWLcwKBILTlXJbDx5kQ23pLIxpsTeeGSuB4nxgAzshagaeGHrFHpmZF17vsh7927l4qKCsaOHRvQa/WH7jf9OsfRD4ogKfF23v30eo5X0u5OMwVY+rWFv9zUteertUVaZC++vHIGJ+pMbCotRSPJTEnoh9GNSHck2kt7o720N45DJmz/PgEn6v2WpRQD+nsSkPQ9YyGtO9EQJw52lkV390OG+tnxTTfd1CVrN8JcqAt4/TszPxz0Phf2vIHwy4ndU5QFPQdhLtQ5CD/kHsSSL3wTY4AfD4LTJTwQBIJzHSHIncg7m6zsPubfLrE/feR93q9AIGif7uqHLGLInUCt2cWqPBvf7vV/ge5opecyAoHAOx577DEee+yxrh5GK4QgdyDVZgeP5VgxixN8BAKBFwhB7gBMVid/+tjCKQ9HxflCRM+xQBAIBH4iBDmI5B228eI3HTMd/t0VQpEFgnMdIchB4pHldVR00Lpb7xDoHSpyaQWCcx2RZREEXvzS1GFi3C8C/nyjyEEWnDt0Zz/k77//npEjR6JWq5tt8f7222+bZWTo9Xo++uijoPTZFDFDDgJ5R4OTIyyd+SfLkBkPv5hgxKDtedtuBecGq4+uYelPL3HCXEqcIZYFafcwI2F6QG12dz/kpKQkli1bxuLFi5tdnzRpEjt27ACgvLyclJQUt+ZGgSIEOUBKKgM7fSLcACkxMnPH6zBqxQ2LoHuw+ugaFu5aiOWMBWeJ+QQLd9X7IQciyt3dDzk5ORmod2lsi5ycHKZPn47RGPzTw4UgB0i12f/c4rQ4iUdmiCPhBd2PpT+91CjGDVicFpb+9FJAgtxT/JDbY/ny5Tz44IMBtdEWQpADJKm3f4ttYTqEGAu6LSfM7kMIbV3vDDrTD7ktSkpK2LVrF9OmTQuonbYQghwgBq2MhG+n0U8eouLmsSKNTdB9iTPEUuLGjD7OEJiNaU/xQ26LDz74gKuvvhpNBzkaiqBlEPjVRO9myWMGwD/nhQgxFnR7FqTdg76FH7JepWdB2j0BtdsT/JDb47333mP27NlBa68lYoYcBEYP1HNtrZkPt7a9wPf0tVpiIjrXJ1gg8JeGOHGwsyy6ux/yli1buPrqq6moqODTTz/lySefbBT0oqIiiouLmTBhQkDvQXsIP+Qg85+NJjbsU3C6oE8YPH6FHoNObOoQdD3CD7lzCMQPWcyQg8ytFxm59aKuHoVAIOiJCEEWCAQ/OxYtWsSKFSuaXbv++uu73JJTCLJAIPjZ0V39kEWWhUAgEHQThCALBAJBN0EIskAgEHQThCALBAJBN0EIskAg6FR6oh8ywGWXXUavXr2YOXNmUPpyh8iyEAgEbllzdCtL93xGqbmCWEMkC4ZczvQEj3sb2qWn+iEDPPLII5hMJl577TW/x+oJMUMWCAStWHN0K4vy3ueEuQIFOGGuYFHe+6w5GthO3bb8kBMTExsfL1u2jHvuOeuZMXPmTL777jucTidz584lKyuLoUOHsmTJEnJychr9kLOzszGbzeTm5jJhwgRGjRrFtGnTKCkpAWDixIncf//9jB49mueff97t+JKTkxk2bJhbP+QpU6YQFhYW0Ov3hJghCwSCVizd8xkWZ/MDey1OO0v3fBbQLPlc8EPuSIQgCwSCVpSaK3y63hl0Bz/kjkYIskAgaEWsIZITbsQ31hAZULs93Q+5oxExZIFA0IoFQy5Hr2puF6tXaVgw5PKA2u3pfsgdjRBkgUDQiukJo3ls+I3EGSKRgDhDJI8NvzHgLIsGP+Svv/6aQYMGkZmZyW9/+1vi4uIayzT1Q77vvvua+SE3HFR66623tvJDzs7Oxul0kpOTw6OPPsrw4cPJzs5m06ZNXo9vy5YtJCQksGLFCn71q18181EeP348119/Pd988w0JCQl88cUXAb0X7hB+yALBzwThh9w5BOKHLGbIAoFA0E0Qi3oCgeBnh/BDFggEgm6C8EMWCAQCQbsIQRYIBIJughBkgUAg6CYIQRYIBIJughDkIJJffpzvjheys/wYvuR3CwQ/J3qqHzJAdXU1CQkJzdzogonIsggC60oKWVqwjkM1p5tdn58ylv/LmtBFoxIIAmNN8W5eLlhHqbmaWEM4d2dMYHpipueK7dCT/ZABHn/8cS6++GK/x+oJMUMOkC+PFvDwDytbiTHAG/s3M+ajZ7tgVAJBYKwp3s3TO9Zwwlx9xg+5mqd3rGFNcWC+ED3ZDzk3N5fS0lK3LnPBQghyANhdTv666xuP5YQoC3oaLxesw+J0NLtmcTp4uWBdQO0Gyw95165d3HHHHVx33XWMHj2ad955hx07dqBWq7n33nvJyckhNzeXefPmNcs3bvBDfuihh3zq2+Vy8dBDD7U5cw4WImQRAN+X7KPcWudV2Q/2beGGwWM6eEQCQXAoNVf7dL0z6Eo/5JdffpkZM2aQkJDg3+C9RAhyABytq/S67F92fyMEWdBjiDWEc8KN+MYawgNqt6f6IW/evJn169fz8ssvU1tbi81mIzQ0lGefDe7drwhZBECIRtvVQxAIOoS7MyagVzWfr+lVau7OCGyRuqf6Ib/zzjscOXKEoqIiFi9ezJw5c4IuxiAEOSAm9k3t6iEIBB3C9MRMfpc9nThD+Bk/5HB+lz094CyLnuyH3BkIP+QAmfzpEmqcVo/lRkcl8srFt3TCiAQC9wg/5M5B+CF3IZ/PuNerci+Mu6mDRyIQCHo6QpADRKtS89r57YvtkvOvQyOrOmlEAoHAE4sWLSI7O7vZv0WLFnX1sETIIphc8fnLlFjOrkwnGnvxzuT5GNSadmoJBJ2DCFl0DoGELETaWxD55LK7u3oIAoGgByNCFgKBQNBNEIIsEAgE3QQhyAKBoFPpzvabf/vb38jIyGDYsGFMmTKFw4cPNz6nUqkaFwCvuOKKoPTXEhFDFggEbvm8eB8v7/6BUnMtsYZQ7s48n8sSBwfUZne33xwxYgRbt27FaDTyyiuv8Otf/5r3338fAIPBwI4dO/wepzf4JMi5ubllkiQd9lxSIBB0N7766quhTmcLC7c22FRdqnrr5AGdTan3lDhhrmVh7rccKT5ivTA81unvGDZv3ixbrVbtuHHjLPn5+UD9zLOurk4ym836/Px888qVK9W7d++WH3/8cRvAXXfdpZs7d6599OjRrt///vfagoIClSRJXHXVVfa4uDjlxx9/1F177bWKXq9X3nnnHcv+/fvlv/zlL1qTyUSvXr2URYsW2WJiYpS5c+fq09LSXNu3b5cvu+wyx7x581q9F3369OHgwYMA9O7dW/7pp5+0+fn5FgCXy2XMz883eXqNJ06cUGdkZOxqcbm/N++PT4KsKEofX8oLBILuQ15eXlFWVlaZN2V/vXrb0AYxbsCmuPio8pj0ywun7PF3DB999FHMiBEjdFlZWcVNr2s0Gq0sy4OzsrL2rF27trdOpwvJyso6AqBWq1NiY2NLq6urnadPn44/cODAPoCysjJVdHS084MPPkhbvHhx8cUXX2yyWq3SnXfemfbZZ5/t6tevn+P111+PfOWVVyJWrFhRJMtymiRJ5oKCgiPejPW5555LuvTSS+1ZWVklADabbdRNN92ESqVSHn744RO33XabW3cxp9MZ7U2KmztEyEIgELSizGpy65zV1vXOID093VpcXKy7/fbbE2fNmlV19dVXt7Kj27lzp27fvn2GyZMnp0K9j3GfPn3sDc/Pnj273Ju+Xn755ai8vDzja6+99lPDtX379u0cMGCAvaCgQDt16tS0kSNHmjMzMz37JviAWNQTCAStiNYZbb5c95ahQ4ea8/LyjO2VUavVSlP7TavVKgP06dPHmZ+fXzBp0qSaV199tc9NN92U3LKuoihSSkqKee/evQV79+4tKCwsLNi4ceO+hufDwsJcLeu05KOPPgpbvHhx39VikA5RAAAgAElEQVSrV+83GAyNO+cGDBhgB8jIyLBdcMEFNT/++GO7r8MfhCALBIJWzE8fdUwrq5qJl1ZWueanjzoWSLuzZs2qsdls0uLFi6Mbrv3www+GQ4cONc68Bw0aZNu9e7fR6XSyf/9+zc6dO0MASkpK1GeOcap85plnju3atcsIEBoa6qyqqlIBDBs2zFJeXq7++uuvQwCsVqu0detWvbfj27hxo+Hee+/t//HHH++Pj49vjDGfOnVKZTabpYZxbN26NXTYsGHmQN4Ld4iQhUAgaMW1AzPLAd7YmxtfZjVpo3VG2/z0UccarvuLLMt88sknB+6+++7E559/Pk6n0ykJCQnWF198sTGmPHXq1NqlS5daU1JSMlNSUiwZGRkmgKKiIs38+fOTXS6XBPDHP/7xKMCcOXPK7r333v6PPPKIa+vWrXuWL19+4L777kuqqalROZ1O6a677iodPXq0xZvxPfLII4kmk0l1/fXXDwLo16+fbe3atft37NihX7BgQX9JklAUhfvvv//EqFGjvGrTF3zyshAIBD2XvLy8ouHDh3u1qCfwn7y8vOjhw4cn+1NXhCwEAoGgmyBCFgKB4GfHo48+Gvfxxx9HNb125ZVXlv/5z38+0VVjAhGyEAh+NoiQRecgQhYCgUBwDiAEWSAQCLoJQpAFAoGgmyAEWSAQCLoJQpAFAkGncuTIEfXMmTMHJiYmZmVmZg6ZMGFCys6dO3WDBw/O9Ke9F154oXdRUVFQDq78wx/+EDto0KDM1NTUjLFjx6YWFhZqATZt2mTIzs5OT0lJyUxNTc14/fXXI4PRX0uEIAsEAresPFgYdfnqlUPPX/nOqMtXrxy68mBhlOda7eNyubjiiitSLr744pri4uL83bt373n22WePHT9+3G9B/c9//hN95MgRn+rb7Xa310eNGmXasWPHnsLCwoKrrrqq4oEHHkgACA0Ndb399tuH9u/fv/vLL7/c97vf/S6xrKws6EfJC0EWCAStWHmwMGrJztz+ZRazFqDMYtYu2ZnbP1BRXrVqVZharVZ+/etfn2q4NnbsWPOAAQMaTYteeOGF3nPmzElqeDxp0qSUVatWhTkcDq699trkwYMHZ6ampmY89dRTMW+++WZkfn6+cc6cOQPT09MzamtrpfXr1xvHjBmTlpmZOWTcuHGDDx8+rAE477zz0ubNm5eYlZU1ZOHChbHuxjdr1qyaBgOicePG1ZaUlGgBhg0bZh06dKgVIDk52R4VFeUoKSkJ+j4OsTFEIBC04o29+fE2l6vZhM3mcslv7M2Pv2Zgqt9+Fjt37jQMHz7co8m7OzZv3mwsKSnR7Nu3bzec9UN+5ZVXYpr6Id93331Jn3322f4GP+SHH344fsWKFUUANptNys/P98rP+bXXXutzySWXVLW8/u233xrtdruUkZERVOtNEIIsEAjc0DAz9vZ6Z9DVfsgAhw8f1txxxx0D33jjjUMqVdAjFkKQBQJBa6L1Bps78Y3WGwL2Q/7oo4/aXRDz5If83//+N/zVV1/t8/7770c1zHwbaPBD3rFjx153bfvih7x+/fqfmvohl5eXy9OnT0958sknj02ZMqXOUzv+IGLIAoGgFfPTs45pZbmFH7Lsmp+e9bP0Q7ZYLNLll1+ectNNN52+4447KgJ5D9pDCLJAIGjFNQNTyx8YNupww4w4Wm+wPTBs1OFA4sdw1g957dq14YmJiVkpKSmZjz76aHx8fHxjWGHq1Km1iYmJ1pSUlMy77rorqakf8rhx49LS09MzbrvttoEt/ZDT09MzHA4Hy5cvP/Cb3/wmIS0tLSMzMzNj3bp1od6Or6kfcnp6esbkyZNTAP71r39FbtmyJfTdd9+NTk9Pz0hPT8/YtGmTIZD3wh3CXEgg+JkgzIU6B2EuJBAIBOcAYlFPIBD87BB+yAKBoEsRIYvOQYQsBAKB4BxACLJAIBB0E4QgCwQCQTdBCLJAIBB0E4QgCwSCTqU7+yG/8MILvSMjI4c3bP7429/+Fu25VvAQaW8CgcAtKw8cinpjz0/xZRarNlqvs80fknbsmkEDAtqp1+CHfPPNN59etWrVQYDNmzcbAvVDzs7ONicnJ7s3OXaD3W5Ho3Hf5axZsyreeuutI/6OJxDEDFkgELRi5YFDUUvy8vuXWaxn/JCt2iV5+f1XHjh0TvshdzVihiwQCFrxxp6f3Psh7/kpPpBZck/wQ16zZk2v1NTU0IEDB1peeuml4pSUFK9n3oEiZsgCgaAVDTNjb693Bk39kHNycsIjIyOdLcs09UNOT0/P+Mtf/tK3aTjEkx/yDTfcUHnkyJFdhYWFBVOmTKm+9dZbB3TEa2kLIcgCgaAV0XqdW9/jtq57y9ChQ815eXnG9sp48kOeNGlSzauvvtrnpptuSm5Zt8EPee/evQV79+4tKCwsLNi4ceO+huc9+SHHxcU5GzyQH3jggbLdu3e3O9ZgIwRZIBC0Yv6QNPd+yEPSzmk/5IZ4M8C7777ba+DAgZZAXq+viBiyQCBoRUOcONhZFg1+yHfffXfi888/H6fT6ZSEhATriy++WNxQZurUqbVLly61pqSkZKakpFia+iHPnz8/2eVySQAt/ZAfeeQR19atW/csX778wH333ZdUU1Ojcjqd0l133VU6evRor4T1ueeei/niiy96qVQqpVevXo5ly5YVBfJ6fUWYCwkEPxOEuVDnIMyFBAKB4BxAhCwEAsHPDuGHLBAIuhQRsugcRMhCIBAIzgGEIAsEAkE3QQiyQCAQdBOEIAsEAkE3QQiyQCDoVLqzH/KaNWtCMzIyhqjV6lFvvvlmZMP1wsJCbUZGxpD09PSMlJSUzOeee65PMPpriUh7EwgEbll54GjUGwVF8actNm1vvdY2PyP52DWDEs5pP+SBAwfa3nzzzaJnn322mT1nUlKSPTc3d6/BYFCqqqrkjIyMzBtuuKHSlz69QcyQBQJBK1YeOBr19x37+5+22LQApy027d937O+/8sDRc9oPOS0tzXb++eebZbm5NOr1eqXBdMhsNktNzY+CiZghCwSCVrxRUOTeD7mgKD6QWXJP8ENui/3792tmzJgxuLi4WPfEE08cDfbsGIQgCwQCNzTMjL293hk09UOeNWtW1dVXX13dskxTP2SoD5H06dOnUTg9+SG3R0pKir2wsLCgqKhIM2vWrJRbb721IjEx0eFve+4QIQuBQPD/27vXoKju+4/j371yKRddRSIL7gpHdtkFg2zEGAle6SRNmBrapJaWaWj+7ZQ0kjBI9YFtk047gY59YBktjGmYNtMK06lgI8RplWZrkMRLAlFws4CKuIFIvMAiC3v28n9gjkHOqgu7Htbdz+vhAc6e3QdffvPjnDc8C8LlHrvHdzvurUDvIXtDrVazWq3WduTIkWhfzzUdBjIA8LykU3vuIevUQd1Dvpu+vj7Z2NiYiIhoeHhYcvLkySi9Xu/3VjIGMgDwFKQkXnstk+nnVsQLwuX21zKZfl/vsuB6yK2trTFJSUnpDMPot2/frlQqlbe3FfLy8saSkpImGYbRl5SULJnaQ87JydFotVpdUVFR8vQeslar1TkcDqqvr+/bsWNHokaj0en1ep3RaIzy9vqMRmNkfHz88paWlvllZWUqhmH0RLf2vrOystI0Go1uzZo1mldeeWUoOzvb5stn4QniQgAhAnEhYSAuBAAQBHCXBQCEHPSQAWBOYctCGNiyAAAIAhjIAAABAgMZACBAYCADAAQIDGQAEFQg95DNZrN89erVqampqbrs7GxNX1+fX87rLQxkAPCosfeKIv9gZ8YTDacN+Qc7Mxp7r/iU3iT6uoecm5trHRgYONvV1XWusrLS4msP+dKlSzP6eZb1HGp79dVXEwsLC6+azebunTt3fl5eXp442+uaDQxkAOBp7L2i2P3JZdXVCcdXPWSHfPcnl1W+DuVA7yH39PREPP3006NERM8++6z1yJEj83x5vzOFgQwAPG93DSrtLve0HrJb/HbXoNKX8/qrh2w2m7t//vOfXy0uLr6enp4+/te//vW8yWTqlslkVFpauuTgwYN9XV1d5370ox99uW3bttvXzPWQ33jjjS88vUZaWtr4/v375xMRvfPOO/Nu3rwpHhoakszu3c4cntQDAB5uZeztcSEI0UOurq6+/NOf/nRJWlrawscff9y6aNEiVioVbkxiIAMAz4Jwqd3T8F0QLvW5h9zU1DT/Xt9zvx5yY2NjTE1NTVxDQ4OC+08gHK6H3NHRYfJ07vv1kNVqNfvvf/+7j4hoZGRE3NLSMn/hwoVO796d77BlAQA8P9YvtsjFomk9ZJHrx/rFQd1D5l6DiGjnzp2Lv//97wv6qDkGMgDwPMcsuvbqisR+bkW8IFxqf3VFYv9zzKKg7iEfPnw4Ojk5OV2tVqdfuXJF+uabbw768n5nCnEhgBCBuJAwEBcCAAgC+KMeAIQc9JABYE5hy0IY2LIAAAgCGMgAAAECAxkAIEBgIAMABAgMZAAQVCD3kN97770onU6XJpVKDXV1dbcf8T5+/HhEZmamlmEYfWpqqm7fvn33fPx7tnDbGwB41NhjVdSdGVVenXDJF4SL7cUZMZbnlkX79KQe10MuLCy8eujQofNERO3t7RG+9pAzMzNtarXac+TYA5ZlSSbjv2RycrK9rq7uYmVl5R15zqioKNc777xzISMjY/LixYuylStXpj333HOj/u5cYIUMADyNPVbFH0/fUF2dcH3VQ3bJ/3j6hqqxxxrUPWSNRmNftWqVTSy+czQuX758MiMjY5LoVoBIoVA4BgcH/b6gxQoZAHjqzowq7S6a1kMmcd2ZUaUvq2R/9ZCJiL788kvJwoULnX/6058W7dq1ayA3N3d8cnJSVFpauqS5ubk3ISHBsW/fvvnbtm1TclU4roc82+snIvrvf/8bybKsSKfTTfpyHk8wkAGAh1sZe3tcCEL0kO+nv79fVlxcnPznP//5gkTi/249BjIA8CwIF9s9Dd8F4eKg7iHfy7Vr18RPP/008+tf/9qycePGm7M9z71gDxkAeIozYixyMU3rIZOrOCMmqHvIdzMxMSF65plnmC1btlwtLi6+7uv57gYDGQB4nlsWfa3UMK+fWxEvCBfbSw3z+n29yyLQe8hGozEyPj5+eUtLy/yysjIVwzB6IqK33357/smTJ6P+/ve/L9RqtTqtVqs7fvx4hC+fhSeICwGECMSFhIG4EABAEMAf9QAg5KCHDABzClsWwsCWBQBAEMBABgAIEBjIAAABAgMZACBAYCADgKAexh4yEZFEIjFwD4Vs2LCB8cfrTYfb3gDAo/dNdsW7nziUIza3PDZCZM9fIbWs08pDsodMRBQWFuYymUzds71Ob2CFDAA875vsioaPWNWIzS0nIhqxueUNH7Gq9032kOwhCwUrZADgefcTh5J13rlgY50kfvcTh9KXVfLD3EO22+3i9PT0NIlE4t62bdtQUVHRjdmc514wkAGAh1sZe3tcCHPdQ+7p6fl06dKlbHd3tzwvL0+TlZVl0+v1fo3UY8sCAHhiI0Qeu8d3O+6tjIwMW2dnZ+S9vud+PeT169dba2pq4rZs2aKe/rNcD9lkMnWbTKZus9nc3dbW1sN93Zce8tKlS1kiIp1OZ3/88cetJ06cuOf7mA0MZADgyV8htcgkd/aQZRJy5a+QhmQPeXh4WGKz2UTcdZw6dSpq+fLlNl/POx0GMgDwrNPKr31vlayfWxHHRojs31sl6/f1LouHtYfc0dER/uijj6ZpNBrd2rVrU1977bUhg8Ew4ctn4QniQgAhAnEhYSAuBAAQBHCXBQCEHPSQAWBOYctCGNiyAAAIAhjIAAABAgMZACBAYCADAAQIDGQAEFQg95CJiN566635KSkpeoZh9Pn5+Uv9dV5v4LY3APDozBm74sQJh3J83C2PjBTZs7OlloyM4O4hnzlzJuwPf/jD4g8//NAUFxfntFgsgs5IrJABgOfMGbvi2DFWNT5+q+42Pu6WHzvGqs6cCe4e8p49e+J+8pOfXImLi3MSESmVSocv73emsEIGAJ4TJxxK57QestNJ4hMnHEpfVsmB3kPu7e0NIyLKysrSOp1O+uUvf/n5d7/7XV7m80HBQAYAHm5l7O1xIQjRQ3Y6naK+vr6w9vb2zy5cuCBbt26ddt26dV0LFy50+v8d8WHLAgB4IiM9d4/vdtxbgd5DXrx4sf3ZZ5+9ERYW5tZqtfalS5dOdHV1hc30fc4WBjIA8GRnSy2SaT1kiYRc2dnB3UMuKCi4YTQao7nXu3DhQrhGo/HrfwW5FwxkAODJyJBfe/JJWT+3Io6MFNmffFLW7+tdFoHeQy4oKBhVKBSOlJQU/dq1a1N/85vfDDzyyCOCbFcQIS4EEDIQFxIG4kIAAEEAd1kAQMhBDxkA5hS2LISBLQsAgCCAgQwAECAwkAEAAgQGMgBAgMBABgBBBXIP+fXXX49PSUnRp6am6lavXp1qNpvvaHdcu3ZNHB8fv3xqjc6fMJABwKP+j+2KI9XjGc1v3jQcqR7P6P/Yt/Qm0dc95NzcXOvAwMDZrq6uc5WVlRZfe8iXLl2a0c+zrOd0ssFgGO/o6DhnNpu7N2/efL2srCxx6tfLy8uV2dnZ1tle6/1gIAMAT//HdkX3EVY1OXar7jY55pZ3H2FVvg7lQO8h5+fnW7kAUU5Oztjg4ODtFfKxY8cih4eHZXl5eQ8sx4kHQwCAp6fNoXRN6yG7nCTuaXMoVVnB20Oeqra2Nm7Tpk0jREROp5PKy8uT9u/ff765uTlmNtfvDQxkAODhVsbeHheCED1kzt69exWdnZ2RtbW1nxERVVVVxX3zm9+8kZKS4vW/iZoNDGQA4AmLEtk9Dd+wKN97yE1NTfPv9T336yE3NjbG1NTUxDU0NCi4lS+H6yF3dHSYPJ37fj1kIqKmpqboXbt2LT527NhnERERbiKiDz/8MOrkyZNRdXV1i8bHx8Usy4qjoqKce/fu9SlHOh32kAGAZ9kaqUU8rYcslpBr2Zrg7iG3tbVFbN26VXXw4MHeqf9P71//+teFwcHBMxaL5cwbb7xxuaCg4Kq/hzERBjIAeKDKkl/TbZL1cyvisCiRXbdJ1u/L/jFR4PeQKyoqksbHxyXPP/98ilar1W3YsIHx5f3OFOJCACECcSFhIC4EABAE8Ec9AAg56CEDwJzCloUwsGUBABAEMJABAAIEBjIAQIDAQAYACBAYyAAgqIe1h1xdXb1ApVKlq1Sq9Orq6gX+eL3pcNsbAHh0td2uuHLUoXRY3XJptMi+aKPUsmC1b0/qcT3kwsLCq4cOHTpPRNTe3h7haw85MzPTplarvQ7/sCxLMhn/JQ0Gw3h5efm56OhoV1VVVVxZWVlic3Pz+S+++EJSVVWVcPr06W6xWEwrVqzQbdmy5UZcXJxzttftCVbIAMBztd2uGDzEqhzWW4Ehh9UtHzzEqq62h2YPuampKTY3N3c0Pj7eGRcX58zNzR09cOBArC+fhSdYIQMAz5WjDqXbceeCze0g8ZWjDqUvq+SHtYdssVhkiYmJt39pKJVKu8Vi8cs2yVQYyADAw62MvT0uhLnsIQsFWxYAwCON9tw9vttxb2VkZNg6Ozsj7/na9+khr1+/3lpTUxO3ZcsW9fSf5XrIJpOp22QydZvN5u62trYe7usz6SG3tLT0cj1kpVLJXr58+fYvI4vFIp9aqPMXDGQA4Fm0UWoRSe/sIYuk5Fq0MTR7yJs3bx4xGo0xw8PDkuHhYYnRaIzZvHnziC+fhSfYsgAAHm6f2N93WXA95Jdffjlp9+7dj4SFhbkTExMnq6urB7jvycvLG9uzZ88kwzB6hmEmpvaQX3rpJbXL5RIREU3vIVdUVLhOnTp1rr6+vq+0tHSJ1WqVOJ1OUUlJyRePPfbYhDfXN7WHTESUkJBgb21t7Y2Pj3dWVFR8bjAY0oiIfvGLX3weHx/v1zssiBAXAggZiAsJA3EhAIAggC0LAAg56CEDwJzCloUwsGUBABAEMJABAAIEBjIAQIDAQAYACBAYyAAgqEDuIb/33ntROp0uTSqVGurq6uZP/drPfvazRIZh9MnJyfoXX3wxaerj3f6CgQwAHtmP2hU3t45njBXdNNzcOp5hP+pbepPo6x5ybm6udWBg4GxXV9e5yspKi6895EuXLs3o51nWc4YiOTnZXldXdzE/P//q1OP/+c9/vnHixIkok8nUZTabuzo6Or7R0tISPdtrvhsMZADgsR+1K+x/Y1XuG7fqbu4bbrn9b6zK16Ec6D1kjUZjX7VqlU0svnM0ikQimpycFE1MTIhsNpvY4XCIEhIS/B4XwoMhAMDDNjmUxE5bsLEkZpscSvnG0OghT7Vp06aba9assS5evPhRIqIXX3xxOCsry6s+xkxgIAMAD7cy9va4EITsIU939uzZMLPZHH758uVPiYjWrl2bevjw4ainnnpqbLbvxxNsWQAAj2ie5+7x3Y5762HoIXvS0NAwb+XKlTdjY2NdsbGxrk2bNo188MEH35jNue4FAxkAeGSbpRaS3dlDJhm5ZJuDu4d8N0uWLLG3tbVFsyxLk5OTora2tmidTuf3LQsMZADgkW+UX5P/QNbPrYhF80R2+Q9k/b7sHxN93UNubW2NSUpKSmcYRr99+3bl1P++kZeXN5aUlDTJMIy+pKRkydQeck5Ojkar1eqKioqSp/eQtVqtzuFwUH19fd+OHTsSNRqNTq/X64xGY5S312c0GiPj4+OXt7S0zC8rK1MxDKMnIiouLr6uVqsnNRqNXqfT6fR6/XhhYaHfA/WICwGECMSFhIG4EABAEMBdFgAQctBDBoA5hS0LYWDLAgAgCGAgAwAECAxkAIAAgYEMAIJ6WPObJSUlymXLlumXLVum37dv3/y7ncMXuMsCADxi37+uYN/9UkkjTjnFSuyy/IUW2br5Pj0YwuU3CwsLrx46dOg8EVF7e3uEr/nNzMxMm1qt9rq+xrIsyWT8l+Tym5WVlXfU4Orr62M7Ozsju7u7u2w2m/iJJ57QfOc73xlRKBR+jSJjhQwAPOz71xVswxUVjThvPdI84pSzDVdU7PvXQzK/2dXVFb5mzZoxmUxGMTExLp1ON37gwIFYXz4LT7BCBgAe9t0vlcS6p+U33WL23S+VvqySH9b85ooVK2y//e1vE6xW6xdjY2Pi48ePx6SlpSG/CQAC4FbG3h4XwFzmNwsKCkY/+uijyJUrV2oVCgWblZU1JpFI/P4QB7YsAIAvVuI5s3m34156WPObRERVVVVDJpOp+/jx4z1ut5s0Gs3kbM91NxjIAMAjy19oIZloWn5T5JLlLwzJ/KbD4aChoSEJd70mkymyoKDA77U3bFkAAA+3T+zvuyy4/ObLL7+ctHv37kfCwsLciYmJk9XV1QPc9+Tl5Y3t2bNnkmEYPcMwE1Pzmy+99JLa5XKJiIim5zcrKipcp06dOldfX99XWlq6xGq1SpxOp6ikpOSLxx57zKv9XqPRGPnCCy8wo6OjkqNHj8773e9+l9Db29tlt9tFa9as0RLd+gXwl7/85bynuzR8hZYFQIhAy0IYaFkAAAQBbFkAQMhBfhMA5hS2LISBLQsAgCCAgQwAECAwkAEAAgQGMgBAgMBABgBBBXIP+fXXX49PSUnRp6am6lavXp1qNpvlRERms1mu0+nStFqtjmEY/e9///s4f7zedLjtDQA8Yv9nUTiaLypp1C6nGLld+ozaIstVBnUP2WAwjJeXl5+Ljo52VVVVxZWVlSU2NzefX7JkCXv69GlTRESEe2RkRKzT6fQvvPDCjZm8pjewQgYAHvZ/FoXjH70qGrXfakyM2uWOf/Sq2P9ZgrqHnJ+fb+UCRDk5OWODg4NyIqLw8HB3RESEm4jIZrOJpsaP/AkrZADgcTRfVJLDdeeCzeESO5ovKn1ZJT9MPeTa2tq4TZs23Q4I9fb2yr71rW8tGxgYCPvVr3512d+rYyIMZADwhFsZe3tcAEL2kPfu3avo7OyMrK2t/Yw7xjAMazabuy9evCjLz89nfvjDH15PSkpy+OO9cbBlAQB8MXLP3eO7HffSw9BDbmpqit61a9filpaWXm6bYiq1Ws1qtVrbkSNHou93rpnCQAYAHukzagtJxXcOL6nYJX1GHdQ95La2toitW7eqDh482KtUKm+vfvv6+mRjY2MiIqLh4WHJyZMno/R6Pf6FEwA8eNw+sb/vsgj0HnJFRUXS+Pi45Pnnn08hIkpISLC3trb2fvrppxHbt29PFIlE5Ha76ZVXXhnKzs62+fJZeIK4EECIQFxIGIgLAQAEAWxZAEDIQQ8ZAOYUtiyEgS0LAIAggIEMABAgMJABAAIEBjIAQIDAQAYAQT2MPWQioieffHJZdHR05vr16xl/vJYnGMgA4BH7QY/CtrMxw1a632Db2ZjBftDjU3qT6Osecm5urnVgYOBsV1fXucrKSouvPeRLly7N6OdZ1nOozWAwjHd0dJwzm83dmzdvvl5WVpbIfW3btm1DtbW1F2Z7nd7AQAYAHvaDHoXjwMcqGp34qoc8IXcc+Fjl61B+WHvIRETf/va3rTExMQ8mhPwVPBgCADyOw2c995APn1XKcpaFZA9ZCBjIAMDHrYy9PS6Aue4hCwEDGQD4YsLtHodvTLjPPeSmpqb59/qe+/WQGxsbY2pqauIaGhoU3MqXw/WQOzo6TJ7OPZMe8rFjxz7z1EN+kLCHDAA80qfSPfeQn0oPyR6yUDCQAYBHlrPsmrQgq//2ijgm3C4tyOr3Zf+Y6Osecmtra0xSUlI6wzD67du3K5VK5e1thby8vLGkpKRJhmH0JSUlS6b2kHNycjRarVZXVFSUPL2HrNVqdQ6Hg+rr6/t27NiRqNFodHq9Xmc0GqO8vb6pPWStVqvbsGHD7VvcDAaDpqioKLm9vT0mPj5++T//+c8YX8Zh4loAAACWSURBVD4LTxAXAggRiAsJA3EhAIAggD/qAUDIQQ8ZAOYUtiyEgS0LAPCGi/sHofBgfPX5zvppPgxkgNBxdnh4OBZD+cFwuVyi4eHhWCI6O9tzYA8ZIEQ4HI7/GxoaemtoaCidsBh7EFxEdNbhcPzfbE+APWQAgACB35IAAAECAxkAIEBgIAMABAgMZACAAIGBDAAQIP4fz+HHPyC3IIAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.UMAP_Plot(Load_Prev_Data=True,by_cluster=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also turn the legend off."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.UMAP_Plot(Load_Prev_Data=True,by_cluster=True,show_legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also change the size of the points manually."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.UMAP_Plot(Load_Prev_Data=True,by_cluster=True,show_legend=False,scale=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or set the size of the points to the frequency of the sequence in its reperoire."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.UMAP_Plot(Load_Prev_Data=True,by_cluster=True,show_legend=False,freq_weight=True,scale=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And finally change the transparency of the points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcf30478f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.UMAP_Plot(Load_Prev_Data=True,by_cluster=True,show_legend=False,freq_weight=True,scale=1000,alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Repertoire Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to visualize how various repertoires are related, we created a method that constructs a dendorgram based on how related two repertoires are to each other. Within each leaf of the dendrogram is a two dimensional representation of the repertoire derived from a UMAP dimensionality algorithm.The way this algorithm works is that it begins by clustering all the sequences in all the samples. It then measusre the proportion of each sample in every cluster. This provides a vector of cluster proportions that sums to 1.We can then measure the distance between samples by one of the distance_metric options. This distance metric is used to create the dendrogram. Here we are specificying how many jobs to use for the parellelizable operations (i.e. clustering), the distance metric, and some parameters that adjust the dendorgram visuzliation. These will often need to be tuned for a given figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UMAP transformation...\n",
      "PhenoGraph Clustering...\n",
      "Finding 30 nearest neighbors using minkowski metric and 'auto' algorithm\n",
      "Neighbors computed in 0.43627452850341797 seconds\n",
      "Jaccard graph constructed in 5.761736631393433 seconds\n",
      "Wrote graph to binary file in 0.43726420402526855 seconds\n",
      "Running Louvain modularity optimization\n",
      "After 1 runs, maximum modularity is Q = 0.868748\n",
      "Louvain completed 21 runs in 4.54780912399292 seconds\n",
      "PhenoGraph complete in 11.202250003814697 seconds\n",
      "Clustering Done\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.Repertoire_Dendrogram(n_jobs=40,distance_metric='KL')\n",
    "                           "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We note that the figure needs some adjustment, so we can use the Load_Prev_Data parameter to quickly adjust the formatting of the figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.Repertoire_Dendrogram(n_jobs=40,distance_metric='KL',lw=6,gridsize=50,gaussian_sigma=0.75,Load_Prev_Data=True,\n",
    "                           dendrogram_radius=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see how various repertoires are structurally related. In addition, the color coding denotes the class label provided to DeepTCR. Finally, through the use of hexbin plots, we can see how the repertoires are distributed in 2D space."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Furthermore, we can also change the granularity of the hexbin plots with the gridsize parameter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Gj02z9ro5hq/eh1+cgf0LMD0VluzXhdYSReFhr0aDVDWsUMsLZDjGLA+IVkdEV0bY/hgqh3gP1oTzJEl4/rWF9Du4RuP//BTlc5PLwMTw+WzxWTY0POg0AqmhYTJvA7500o6pK30eevbi3ryKMRhTp1siC3VtC+0WpAl+NqxokjSBLAn7bHR1kt3qvBvmgwK+bdEI0jnHdFbQiRzzOKaSiiyuUPVoRDCJ3GGR9iQWz/U5/PzyVruPkY/+dyPmjpTLUk8E+D/Y4t41/NXXo4PsTl4CuMELSgStPYl8pwVZhrYSykN15OhgSrm/g5tJ8dMtyNJwvWpBpNagUVS3eLkqaERA1IcIUVlhigo7LDGDAikclFWd8ay/H7W4kl1fI2H4S8+g+eSPXpW/83lfbiaHmRoaHmCa0GpDww3IUs8Cf3/iPud58v2fqYze5u+OMfXSbQNJEmpWnANjwbnNCFLRjakWMsrZBFN5XAzRcoJdGWOGFfElizqPjMfXuF9v/N81fdgAO3BIJRRXYi6utXmxNcVC2eUPrsxy/uI0xhvilQrxhLTPTlpcbMETHzrL5QNT5O0Ji6Pi9K/rF7/jHwF30orkK4C3TNox/IN9vvjoUbNn5djWhkLpOEY7EeVMm6oVUS4klAdbxAuOuYNrLB5cpb/SQq5YrrgZqlgxeYRNhCozVF2LGZUYDPFKgVkZ1s6Vdd2WCFJVQSw7rS+fIpFFNUSLxFrUuVCzVBS7XunoVzsM/+PTdN72+zftE2Hq2NP6t4F33PFn1tDwMqKJIDU03MzXs4WvzvE/OOOm1vLb+70RCX3RrEFaYeUTU22Ym0Wm2kiaIZ02Po3QmTbVTMp43rL+SMb4SMb4UEb+UBe3bwqmOph2htgIERN6d0ntz7xR1L2RxjFCPPSkI89gNeG55Vnev76PF4YzaKWkyx7jLRoKljaHezsmslHledUHttA/xrSYPXjb/cBqz6N3TdrnRxHrv/JavxeNZzdagEgtZiVNYG4GP9Oh3D9F/nCXYiGmOOLpHBuwb2GZ1xw/xeKRVdwMFPsz3GIHPzeFOzpLcXCK8eNzFMdn8fNddHEWOi0wGylQNq+ZQthep9IkjsN3JkmQJA3bNx7s7hoVH3h0y1Rb2uEblnry8B19cA0NLzMagdTQcA2y1EuB75m0Lx0UPPqJFWuJbu/3xtRCJgnpMm0lVPumoJXgOym+m+KTCJ9lVJ2Iqm3JF2OK2Yh83lIdinHdBD8bh+fHEWRxPdGG8wcHbUJkCkLKzgEV2KEwGCesjhKeuzzD2ihhdCXCjDxSeMgdcHWZ/25qkK5l8XyfhbNbLP238V+pi99vh68Hnp60Y/SbryIezOw8qrdRiD5h18b7VluvLOu08J0E100YH2tRTkcUcwazUBJ3c9qzQ6amxqTtgjI1uHZM1YngUIbOJbSPGziQwEJMeSiDNEazGBPFiAhqDCoGRfGRRQmpOK2X+GstiNQIG6sM5Yax7gxh9Guvmxh8EiFSnfy9b2h4UGlSbA0N1/NngIcn7XjFxy5gPdzW3xUbE1krRTptqoU2+f6UcjbGW0EtRJcLrFjiPogYNLaIGOJ2STZdEB8uMTOCPx8zGk9j8pL4UhIKehXoD0EEsxGJaKWINdi4hZgMLitVHOEutSkHBvd8glwWkvWKeDnHKFdXTt0hj33kApcPdm8uIhaJgb8BfNtuzlfXHv2tSfvcaqbF+x6T3a5au65ZbF3QrhuRI1V8bPEzLfxsi2J/Sn7M4g54ii54a1jJ25xeWWDsYrpFydmX9mErQ5UI45lg0Pn4Q5d45eJlvBFWRgnvf+4g69Mp0RVDZ1xhsIgqGhl8N8O1klAobwTbL8ErUjmkrEIaThV1DnW3Z1/kLsxS/PfjpK978aZ9Ivz5pZ5858kTum21fUPDg0IjkBoarudbJm1M1/rVoc+s3NnvSxKM/3wUUc23cF3L8ECMb1lMpfjUEOWCeI8mBtFQxBtnjjhztDpjvCbkzlJeSIjGEaYAMRGmqNDKY0RC0a+1SBbj4wjptjEYbOFhxeDGlqqw2Mtg10vSy2MoFSof0mzXLPW/XbqrYw6+uMq5h2Zv3qn6DvMFX9fzv/vz23S9vYk/zBbRo8F/eRW43Teg3Uxt1c1ig6u1xWykJluhiW/VjigPxPguFAc8PgXNBeuF5VGXoYvQ5ZR4JJiRQKr4DOKjFQtHBhybW2FfNuIPBvO8P18gH8WIxEirFdKjTvGpRVsJrh0hSYQ4EC+YMggh9R7xiq9cqFm7A8bvfg3JU6cQe9M1Nqp8UyTx91RaTvZsaGh4gGhSbA0NNbLU+zzgzZP2Hfnoi9XtJJxUr10RRUiTZAnaNrhZgWMlZq4gOzKifTzHdh1m1tfiCOy6IqVCqXgEZ6BSSzUVJu58X4rrJpSzGW6hg8sSXLeF76ZU7YRyvoWLLS6xqBeqXCgrQz6IKXODyw1aj5PN8ua9KXN+9GMXJgstkVmmF98ZS7Kb+887J20sltMy/9Ax3W291HVH1wKJOA490aKoXoUWjB9VDKqColApWtXXw5ngrWnBieAUnBGqSChaIDOOTmfM8YUr7Jtfpz09JjmUo9OCtMHNZFRxjG/F+CzGpZZqOqbKIqqWpezEOCM4o6EQ39fiaMMbidurE/MrHfLfe2Ty5+L4lrkjemDXJ21oeBnSRJAaGq7y1yZtTIa5HjizHkFn1yfclBoK6hWxglpBYiWZrfDTntmFPgvZkFa/oppPufjcPGunE6SC1qrCC5ZyqkX1sKG6kCFFcFouZwTtJJQzFvFCei5GxGArj4yrsAQ9McGl2RrMSCm7FpeF3mxqBR8bpHLYliEa54CE9E3hbtV19Za0BwWLZ9e5dHj6pn3aXfjG6s/8nYkF1zey1JODwNdO2jf8nYctGC8iu/9jb8MnKoowaQJpGqJ8cRRMNgWMTUjHHjlf4foGbyLKyOJS8FOe/TMD5mbXiDvKuNPifH+RKhV8AoMqAYTcxxxNhkxnOfumh1T7YrSMqeZSpCOY3IFXfDsKkaQ0+GKZGBRH1PdYK2gJiEGvKaS/3Tqx/HcfI3vjczdtNxELb3q7++PAT93WiRsaXkY0AqmhAZClXgv485P2HXnusqSaRIru3hjyWufrOEI3IgIzYBLP1P4Bc3MDutGIxXTISjnDSjfHR11sCWbscTZEMEYX2piRxeSKicBFhqojWBdhx4opIaoM5A5ppbi2pcwEbRmMAy+Kbwkag08JBpJVSO+YIoI4QuI6paMb7/POVNLRT1+ZKJCIk1cyXH8GeN8OTvMNwE2+AVpY3AdfYcztmjdd6y+UJOH6tDPEmmCRIBI+o8Jjhh4wRJcMOmXAQ2thRDspWWj1iWJheRRRtcCloBZm0zEiQuEMfY2II0cknjRWqhZUWYzZyGYKaGQpEwNpSK9qLNg41KKhoThbfR1BusPr4i9NUz6/j/iRSX5e8q00AqmhoRFIDQ01Xwq0b9wo3nP0+TWim+fnnaMb/c08PjFUUwlTUc7U4jozM1dIspKFbICNDO4cVC5GjeBNmKSdCkUklN5urAzHJBKiGJngSjApaBSjq4oVJR4oknsiBa080cihDlQtkgjORqhClVrK6QicI+q0kKK6mr4JpgF3xML5Pq1+wWgquXlna+qt7Ewgfc2kjcWHj2Pymy7ZzqlTVaG+p/Z+sgZvDT4WpC5al9LXBdOQXhbidkHSzenOD3h0/jKv3Xee84MO0SjiU7MVVWHBwoW1DqdabVrJPlZI+ODaPi6sTzEuLNVygolsqPtKDWognxKqGQEVTKVBPFUOhmPwipZVXX9050X0APn7XzFRIGVdfc1ST2ZOntDd1Ig1NLzsaARSQ0PgqydtXDizTrpFj7Eds9Hc1Bg0NngL0awyn445liwz0x0y1oQV7aDGEGVVEEiJ4EUoOwJRWOnmU4JVQASahNpkicCrIHjwSoIhHThMrtixwzgNReCi2NLj2xGagBpwseLaBlMlaCeBcRaWnvcHiNbLyu/krQOHX1jm009NLGv5arawVNhgqSeLwBdO2pf//sN3NDaogzGuNsd0HvWKJoJGFh8ZTOmCw3UpyNihuaVFThqP2bd/lcdnlzmaDNnvHTKb8f5uheYJ4gRbCC+sznNFMz5cLHBpfYrhKGJ0qU3shQxFo1D/5GLBT1mqVBALMgLjBVv6cD3KKhTv3/E7vkr58cP4YYJpF9dtFyECvgw4uYcv19DwOUdTpN3wwCNLPQN81aR9+87s8I/o7bq/bzhbxxYv4C1kWUEWFcy2BrSjgsSU5EWEV6F0ghrwBlxap8QiRaOQuvGxhkekaKphf6x4q2BB8UjhMLkjWiuI+yW2XxCt5kRjhx1WmLFDvKJOQ/d4E9Jqam1oh7Hhp7QH7DuzhSeSyBtkqXf0Fk//Cibcp6r1RKuX5u5sYBvV6d6HnzeiSMbgjYAJdgnqFFwo0I5sRRIVZFHOwZl1ZrKcbpzTsRWZrchrywYFiiri8jjjVH+KTyzPcW69w8rZNtU4wo1Dmm6jjYnLgnD2BlQUvGKGZXjd0kFZhtqwO1zBdh3eUH7y4FZ7J/7B0NDwINFEkBoa4Bng5plClYVz6w64jTXkN7gki0FGJdHYQ9+x+pmMgnlGhxzZbAGxEGeOkY0osoiiG0SLePAxuATwoFFYQl6hIQqEYMdKPIBoLMSXC5LLOWY5R4Y5lHXD06IMS9hHMRJZWnkbn1jSVoQKZBdz7LhE8gId160s9sAPCaCzlm+dZgs97/7ZNk+fOFGPP7lYCCa9s5EpaIi6aZ6HwuzhCPUOmwQTTjPIkbJC6552zkXBgqGjrKjlE6MZzo07+H7C+84eQUYWKQUxUFghLiwMUqJKSS4bZAS270hXweb1GASikUdUEC9QedIrjnhQYlfHmH4emtp6H75Le3RdAMpnD0/0RAK+cqkn0ckT2iz3b3hgaQRSQwP8kUkb0+WVQZr7zk46pl/Lhumg1MaDpn6+sRYKhwxKdBizvNxh9Yoho2K+M2QuHuETg7aUqi1hLqyCEMIIQogi+djjM0KEpwqF40aFeM2TrDvsuMKujSAv8EWBFvUcZwxSlpg4gtgixuJaivWKGVcwKmBchNdR6he488lYgMWza5x6fHHS7j/CFgKpNoeceG0GH1/wcV1IfUdo/V6dC0aMRRV8kLwiHqTyaOXQzASR1A11X+osqOFs2eJ0aTh1cYFynOCGERbQFDRWGBtkYIgvQTRQTN+RrtQfShWcFVRAI8EMg31APHSYIkT/7LAKESzVYCi5h+IIoPz0AbQySHRT/71Z4DXAh/b0BRsaPodoBFJDA7xh0sb2hYvritZSZXsUEBMiRZrEIOCSCG1H2H6JRgbrQsG0DHPytZRRahg9N82MHZEMlKTtKIaGctnU6R5FSkGjEEkK6TNFjW5GlyQn1BqtK+mlAjMsMCvj0Ai1KJBxXg9QQ+pMFXGKXcuRNAlRCxUkr5C8RL1Dq70PGiyc628lkCZ+9jVHgP03blSPjp9bcLspm7/awjdwk7BSEFWoKogsGB+iNs5D5VBvwTs0V3wO1QhWL7Tom4TlCy36VUq1kmAugu0qvgITKSZXonMeuyJEfUd0KcfaKAgvVTSJwDuMi0CExAcPrGhUYfNQF0W5TfPgG9/YbiliqlMLW6xm4w00AqnhAaYRSA0NIcV2E+2Ll1tIp5Ym2xOam1q020FaGeVsSrmYUlkfuriPFHNuFGwCRjnxZ9YwFyNM2SE+Y+knM/BQQv/FKeIRdAclphRcS/CpwcXAnBACFwYsRH2wI2idr0jPF8TLOdG5PmacQ56jZYmvIw9Qz6PegyrGhQlavAZhByGcsdnolj1N5Uwvj7ba9aQs9ab15IlJhUoTr8v4SjykMuVOo0dXjTrrtiLWXrVeEAHnESOosaFNy8ZSQWvDPhHMuEK8ILHBibB+qksxihmdb2GMkuYR2YqhiKB1MaTN8llona0wg4p4pSJaHiOVw1QhrUeWhFV0ImgaI5VD0wh8vYLO2uCqDegoCgLX14aRWr+zO42gAe7M3FYC6Rngx+/4BRoaPkdpBFLDA40s9WaAxyftS5dXTotOvWZHf6EraJpAEuOm27gjXVxHqObAjAyy5kjXQcc5VBWy7onGqzncAAAgAElEQVQrxZyukG6C61hWxin0DWZQ0co9aoSqNPi2Ii0oFMQbxHvMGGwhJCue7Lwj6jvic4NQr1IUdU0NVwuP62JgU/spal0fpQQDS3NNbYuI7GmKDSApHOmgIO9MrEP6POA3JmyfGF0aXoqvgCzoDlNs17YUEWuvCiRj6hSbIjZEcDSqU6PmGgGFIo7Q9qNfoTbGjSzFx2eRkSBlRTI0YECMC41lI8H2PcmaxwxK4vPDIIBGY4zX4NDt/NVPOK/C5567EMGKDBiLWotEPox5w5V9c3Xh3lTRV2e3LHbfLrrX0PCypxFIDQ86r5200Y5GxWyeHFVUd5Jiw9SRnpmE8lDGzP6C7vERM4eHvPSZGczQsNKPsZcLLA47KJHSQ+5xsy00AjeVYJwi6wUSp2GSbKcUmcFlgkwJaeaYXRjiRhEmj/BVArnDrI6R/hjGRYge1QW9EtlgC5AEI0gvBum00FaET2OqboIpPZJDXCZQlJviYC98kK5lemXExd0JpNdPOrh4Yb4VE0e7rT8KvdbCQ5OkjqgpprZgkDSG2Ab9EUd1gVCItJFXoeB9VODyDE0Mfj3FVGByjxGLihIr+NQivsICZlRiVobBXyovoCjwdX0aRYXaupA/isI2Y8KnbqSOW4YeeUhYnbgZOdpD3JktBdLrlnpiTp7QbXJ8DQ0vXxqB1PCgc3zSxu7yyGQy1dnRFFyvUsNa3JSl6FrSR8e84thlXnHwAusLGc9eOMD5C4eITES2HiGjMYxCNMmMR1gR7HSK6RdB2CQptNK6eWqMScHPeWb2rTPXGtIpHYVpceHS/NVUWFmF6NHGv61FogjJwrk0MminhUYWFxuq2ZQyC97g0chhS4+pPDI26HCE+L2diKdWxlw8MjNp17EtnjLx2kRnjsx4iXZsURLqw8zVzyNJkciAjQCBIoc4tBjRJIIsDUv8TXDaRgyiFZoXqHqkzLHWYEYtTO43G92KKj4y2DWHOI8TMOvD4K2Ul3Utk6sjVCb4THkfRJLqVVGrHrzFa3A7VxuEExvCacPlfI9SoH65g88jTHpT7VkK7APO78kLNTR8jtEIpIYHnUOTNnaGPsrYWCp2C0QQMbhOhEsEPyPM7h8wOzPkFfsuciqZZzYfUmbUNSwQeR/SX0UR0kQCdpQHbxxApkJKTJwL/kkW7ExF2ilopTkzUrIeWaK8oiodVA7GeTA7rKoQObIWiaO6K32M77aCCLBhrL5lqTLBoqGsxVqI7PXppT2sQ8pG5Va7Jl6DrbZHq3OxI2KnrV+u9sPTIIpsLY7iOESITAwmgsji2wliBG8s4l0ox1IfPIiqCimKzRWKOI9gQvRnY6UiWhtOOmxZhaLvstxciaYb4/AahFdt8aSRXlMjRnD3dtcEbjZSpf5uRJEEXc8g7U/aeYhGIDU8oDQCqWHX9JZkETgKHCbcQA8Bi4R+WRHggAoYAGfrx5n6vy+eOPlZ5a0ycRLOxg6zK/sjxa4VRN0W/jKcf24GWRGscbx0bpZTL86HlWqXSuyoNvyrRdJm17PKbdb/6HCMGMGujonPC+ot1VxKecGzHiWYaMDasx3seQ/9kujK6KojdC24JI2h1cZNZVRzGW4q2GdbBFMCI0+rBO8dyeUxJq9rl0b5nvogbZCOtrzsh2/csNSThBC9uJl+G7tbj9s6QiPVxtp6giBKLD5O8FMRxXyKywRTGUwpxGvBF8r6YAGgZVmLIgETVgNKbEIPO60LhIoCLcsgbMsqCKt6ReLGOJBapBkJqbw4DjVGhJV0WpRBWFUV5GVIe5b164eD9jrLhl9vYRe3FEgf3NtXu32kt9QGHuLqfecwcIAQ7apDglRAThB2G/eds8Bn9MTJwX0YdsPnKI1AatiW3pLMA28iFGw+U//3yB2cctRbkg8B7wc+QOjF9bETJ/d4Nt45N03OAMnW0Y6JaN1vLe47ZLlEzxlOj+ZYS2Iun50mHTiyCxXRSIPho9dNJ+dgqCybBcOoIKpIUeHzHNOPiI0hvSA46bCWOcbjNnJJsasl9lIeHJfZKLImTLjWopHBT7fw7YiiG2HFQA5R6bCFh7HDDEtMXiF58EFS9l4cAaTjLQXSJJE6sTeJHyTBbvpWbPa/u/pvIURmqByCoOrBRPg0oVxsUU0bxjOCrQxxX4n6FRLVx5VViOzUwtEQWoQQRaFuyJiQQquFkipBHG0hNDdWPUoUX430ea1FmEOqWiiVZRBYZRlajfgbyoH2qFZb+9lWuyb+ftwLpLeUEO45G/edNwCv4vY7QKj0lj5OuO98gHAPep+eOJnvwXAbXoY0AqnhJnpL8jjBwfirgbewty1pWgTB9aZrtp3qLckvA78EvPvESb2XN6yJ5jzJeBcCqZ4EQ9F1hV0tGa5OkTvLZZNihlBesaRrA2TkYLjhVB0mO9k4x+bp6knV+VDbUoCWwKqlEoNft/i8JFp22HM5pqzQcRk8e6gbsG6ct16ZpVZQK3jAeIfJizC5DouwOisvoD8O3j/l3QnwpVt/pjd5HbFF9GibiXx7NtKFG61FygovoFZw8zEyBWbeM3WkYHShjcHhIgVRxLvapHGjFUldn1SnKzWLkcpv/pao1ulT57cez8Z56kL4zdRb5YJA9R6tfPiObLho3yiOYM/awfitP9fJUby7hPSW5oG3Eu49Xw5M7+XpCQLrVcA31Nv60lv6NcK951f1xMlLe/h6DZ/jNAKpAdhMm73De/6yMTxxj1/+GPAtwLc4z/jb32Z+Y5DzD3/63eZ9w7JavsuvPXFZVeR2GEHZFDaCyUuIIuwgR85bzEoEZUqyXBINS8wwh0HtB7TVwiCRkAEygk5l0EqoZjOKxYSiLVinxH3FLivxhQEMc3S9H1Ix9TkVQiopL5GoILoywA4jxLUw4wozrJBRhQzHYRIvKhjnYWIvyskT8R5gtv5MJ92HJvpAarnLri8bfeXqiJps+CAB6ivKqRZ5N2L2+JBjD11i5uAqo4MtTl9Y5MxgjtjktFZiZBhatSAVpAnSyqCV4qcyfBqHqFJRYpwPPe5gay8pX9c0lSWCXk23FkUtjMK/g5t33XttL3uwTWCbz3U3fpy3hfSWYuBP4fWbEf4oIrtv7XP7TAFfC3wtqt58x9d8XL37Qfvz7/91f+riKa87vRE0vBxpBNIDTG9JBPgCgjh5O5Ca+9y+2Bqy6bZ+2XSbL/uOr3Ef6S3JPwJ+5sRJvVu1AxN/B2Snt8WNCViDqBHn0aLEDCqkguyiJRpUSOkw/RFUDr/dZLdh1JgmEFtcN8PNpmgmaEegLhNJV3Jk7JD+CEbj61M56kOdi3dQhPSZekhsgR1XoaB7bRiiKEWB5nV7EbdFlGKP2GZV3KRJeOJ1Ud1ZyOTaCBrGhDYvJhRUIwJe8a0o9LmbhplDQ2ZnBjx56CXOZQsMXMKpdBrbMvgoNPEVVTSKkCSkxbTTQrMYl9pQj6RaL88PBd66keK7USRJSKFuRJl0w6/K+xC9q808cR69tnZpL9gqJee3/FzvmkCS3tJR4K/Uj0OYPQqH3faAxGg3fTXwY+4db7mMMT8ivaUf0RMnJzara3j50wikB5TekvxhVb5PhLfc77FshTU8BfyoKt//3V8n/8AafuhdP5flYx3t5Sw+cebxO6yC3ZxvIguxxacWnYrxMWjb4hIJDUrlaqsP9dcLsI1zqAhiDRqn6KxFF2P0CU+3PaRzNCebqbhwagowFAkY48BVWK+btSlhib+EVE0t3MQaJI4w4yKs+8pzdDQOE3Fe1JP0PbC62Xr+m/TiEy/AzqdQudowuI4ekQTRSeWCqaNTvBh8CXllGKlh2WX0q5grww7eWvCKYDajTlhwaYSfa+HmY3wSUcxFxOsON/QkeRasG7ChEHsjzXatwPG+rlmqgkmlMbVo85vRpI00661LjG44wpi6VYpBkyi0mrE2RAlvEubXPHd31+aOkN7SEVRPIPKXuJ1G0PcCYxaA7wT+tnz31/1LVL+r9ff+w6mhDhpPqAeIRiA9YPSW5Cng7wNfdbtdClRh1O9QjFoU4xb5OKMcp6iLNv/CN8YTJQVJNiZujUiyMa2pPlG8+/oWEeas8C7n+da/9CfyH3r7m80P/Oxv+91VUW/N5PNsF0q7tgBYCMvFI4ukKX5+imo6o1poh2X/osQdQ7wekfbDS5myArfxOVxdqC4i0G5BlqHzbfTxCPdwxf4nB7xqdpmDMmRlsc2HzhzgIyuzxCaidTmCQfDrUe/rVXB1wbZzoRh8UI8ziYM5IXUB8WYR8b255+vWX7hJX4rJXxS7w0iKEMRRFCFxhGQZpAk+srVILBCxJGNB15T1s1N8rGhxuZvy0tn9yNBiK8H4CJIYSQnCA8Xv61BNxxT7MvIFi0shXzAkA4uphEgEHRZ15M4HIVT3txPngizZED91fZGIhGOviwTe0EnkRrWkevXfAkRJsBzIEuhkYE34dlUOVvt1hKoIq+M2c4A1ZsvvwF79niG9pTngbwN/A5HbLCaDZF3JVpR0XUj7StoXbH71LXgDLoG8C8UU5FMwnoV8+rZueAZrvhHVPzv6ti/5l/K1b/q7+q/f+5nbHXvD5xaNQHpA6C3JDPADwF9ml6WdxThl5fwB+stzrC/PMViZxbvb+eoo2VSfqdkVpuavML1wme78lR23k7KG/Qdm9XsPzPKNvSX5qydO6m/exiBuZGLqrozNZnrjJq+dawYsYjejFDrVwqcx5WxGNZfiEvBWMaKYcsPF2YZiXjHcGCTRNIEoRtMUjqTorGfqyREHH15lMV3jtfYyH7f7mR2OcNkMJjV4czUydf3JCJEhAbSo31R1faEy3JXValtRJFuKzuGEbROvi2TF1bQTE67NNXvYiMzEMSQxGtlgmlk5xFmMsWil2FwZDFOKVLl07ihukBIPIB04jKujfXFYmu/bCdpJcO2Y8b6YqiPkLSUpQrG1b0VoHofIURRhnMNX5aaA3dQ4Gz3y6hTtxjvSa2wfbnprN/37mg2RRSKDyQSmWmgSk85b8oFB8hJbWtwI1Bmutiq55lStYovPceK12RXSWzLANwHvAmZ381xTKnMvwMxpmD4L3TOQDuB6ZbgziraydhjWDsHaEbjyCPhkh88XiZlu/UWePva10lv6LuCH9cTJJpr0MqcRSA8A3/118lYj/KgIR3f6nP5qlytnDnPl7GH6V+bZm+UywrjfZdzvcul0ME+O0zHzh84yf/gMcwfOY+yO7jmvVOXdf+urzU99/CXz7b/+e+l6Se6dVrdTyXpu0sYrnXytxUqny2xtYTzp7dQTTRxBu4Vvpbj5jGouwcWhoazxHjNyRKtFMP7zHqIY2ja4NhsJk6mNAI9b6FAsdJmbzdn/2BUOHb7Ese4aT3UusKA57twsg74FDHboMNUNgicM7JrxcTUSsWEjQDC21GsjEPdAKBWtLctZzkzYdnbSgdId6jIX8w7TNiXbvj7mmkifbhZqX12OL6MC4zyJc6AppqUMV2OSQU58RYkGjvhKjs21Tp/GaCuhasVU3QhvDd6CJkIlSmyEchak8hgjmFEHxkVIm47Gm7VPIfVXF4sbA7EN1kbeIxveSbCzerDaaqDdVfY/OuLYk0Oy7mXmjngq32F9zbBvfoWzzxnOP59w5VzK+U+laF2ftvm5Tm3ZTHjiddgp0lt6GK8/gZE/ttPnxANl37Ow71mYfw7sHi2qTIaw+KnwAHARLD+iXHwSLj4JxdSOTGG7wP9J6b7e/rkveqf9f3/3Ax6XVFo2VgEvQxqB9DKmjhr9Q2v4Szs53jvDhVNHOfvpV9Bfntt0+b2blHnG+Rce4fwLjxDFBfsffp5Djz5Hq7t9TbYI0sn0L77mmH+b98X3/IcPyk8Dq7cxhEmTM6sd7S/oMO8ys+/GENd1TVKNQTb6e7VTfBrhYvCt8NevHSnRcMNEsMIoaBShqUGSGK1bXojzKB4/06JqGeSIMt8Z80R2gae657BGWRtFVK5kNh4S98FqvTJLQcUAftOPaaPYO/wo9ZJyEDGICN77UJi9kdaZ9N72mDzb8nYzaRJeJpj9pdduNLHKML30fDrOHku3zdJo7VQdCPowvE8VMEbQUjHjEq1KYl8Sx1EwiFzxgMcOHDZ3mwX4Ghl8ZtF2FASmCWc2pWJLwceCiz1VOyIyBtYK1NhQnF6UIY1WG1VK7egtaRKijyIY71EdhzHWoveW18MYJLJEXWHfwwMOPrLOq79gnW4HBqsdutNjKjxz+yyLhzp88oPzoY6tqkJBeP2ZmO54q1eY+PtxK6S3JMA3o/oDGOns5DmzLyhH36fs/7ggfmcu6XeCrWDxk+Hx5K/CpSeUU2+E5Ud38Lqx/QL/+P7f5hve/JPyc7/zvcALd3WwDfeFRiC9TOktyasJ3h6vuNWxZZ5w+hNPcP75R6iKMB/dj/UkVZlw5pNPcuaTTzB74DxHn3yW2f0Xt31OlujiM49VP/S6R+j2luRdt2E4OfEv5HyqPRozPK+wb6vPQgExG6kcg0aCytXJjVKJ14qwgm1UhJogwMdRKBbOEor5lHiooRFp6qAjdA6XTE+Pme0MeGLmHNPREBHlQjmN98p4LJii9tkpq9pDp/ZUEgnOOmJAQKPQBR5jcFlElFf4yKBqoHShIW5ZhWCLv3viCGC8tUC6aRI+eUJ1qSdngYdvOnpx9SV/+vBDqhpvO946YiYbXwnvQ8NZr6EdS1mhXjEjFywIjMeOwagEN2yviIYFXhoLmgh+v4TIYMfTauUU1tJpjRj5NiZWqo4QjUxYiJZEocbI1hE7NHxXTIhkaacVxGoch1+4sgr1TqqbUaTt3p9CLc4tnUXP1FzFkceHPPLECu0UomqIF483FWpTxsOEbEZDLdW17t6AmdpSIO06giS9pSngJ4GvvWX+3CuHPwjH3wtTF+F2Umd7gfGw/+PhMVhQXnwTnPm84JO1JdZE/rF9f5lv+/JHpLf0P+iJk2v3bsQN94JGIL0M6S3J21T5GRG62x3nKsvpTzzG6U88gVbpdofeY4SV8wdZOX+A2QPnefipDzM1t3VwSARJIr63crz26aPxd3zkJfeS6o47rU6cAFx3VgzmGILjhpU2G5OW1MZ+G9EBuzwgKRKkylBbEq+VaOWJV0bBI8l7fBZDK6GcSRgfSKmmLC4Dl0JnNOL4Eys8vHCZYweWefLoGVpJBSa8lW5rhBehshbXibDLIJFFjKCYkL6JLCaKQs+1TgZJTJVZfDekVfLEoK0I+jkGQ7xeEa+OEedgrX/VDfouLPcfT235HdtqEp4okLK56pie1lxE2jc/5ZpKZu/QCqQwoMOQXssqyIurrUDq4mnKMnyRRimoD1G5OMK3U7Sd4Q9EVA8Z/H5H9+AV5mfW6UQlc7N9FOVyv8ta0eKTpw8xTIRsWUkvWWR8NZJHZLA2+CZpt41PY1wnxadhtZvJHdHyEOmbIN7KcvL7qtlcPTmV0fcx2VyfmW7MTEuJJcJEvjZrtxw+UPFiK8N2O+jMFDoYQZ6HNFtUbRdB2pVAkt7Sw8AvAq+91bH7PuZ5+D87pi/bux4t2g2dy/CqX4GHfgs+/cXK+advMbY0+lKcf7/5+i/6c/yr93zUq9vyw2z43KIRSC8jal+jvwW8S25xxzn3/MN85iNPUea3vZjkHhCE0gfPH2DfsVM88roPkWRbp/ojy9u/6o3V0297hi8DTu/wRT4xaaPP2scr0Q+LyuIt790u+NeYvMKoIGIxlQbRMcpD9MhriCBEhiqJKA60qWYMw4NCOR1SmVPZkOkjQw7NLPPmRz+JtZ7IBg8jBPrjFmIhzQrUOzSyIWK1saR9wwTR2rAarpPhWwl+oYNPhDLxuKlQtiNzKbY02KRAscioqJf+T6pp2hvW5lpb7Zp4Dertb75xY/f40I8/TDI5/XSN95AqsrGKDMCZ2q26Qp0PAkQ11ONUoaBbnAtZJxGIQhqtalnckQQ/7+GJnM7BPt1owGPdC3SzEeIqZoazvNhfxK3tQwYxrqzT01ZCPb6Egn5vBJlqoVmCn+3gp2K8Jbimjyp0VCJF7dxd2zRsaV4kAklw854+LJgkoaoSUhNvtq4JfeOEYpgRxQnZlITatzLaPKU9uBLGeDNnT57QiQ3aJiG9pS8C/jVbuNNvMP2S8uSvwswZ4bN5Cmovw9O/AA/9lvLsV8DqsW2jSY/rK/b/Bt/61j8L/Lt7NsiGu8pn77ezYVf0lsQAP0wwfdyS8bDFpz7wBlbOH7w3A9sThIunjrN8/gCPvv6D7D9+assj05hXq/Ke3pJ86ff+XPLpQvNbRZKeJayYur5OwtqonJ7u6qqqbJMnCMu4y6BPBmO0dJhxiclSpChR9XgJ6RmXRNCKqeZblK2IfEaoFpW0VTDTLnh85grHZld47YFzLLTHqChOISeidBGXfIuBi7iYd/Cx1K0ybJ1WM2AUFYNJIqpuirZjxgfaRNMG7ULngMOPYWa2YFrHjC7HHHp4nbMfS3BDz1rawp9VwGP7e9tuRIH12S0F0ge22f4XbtzYPlDO5eBvmQ6sU2xaBfNFqb2HNkXSRp2P94j44B0E4Thr8G3BTwv+YaG1UJEcH3PkoUtEacGTU5d4pHMJKxWzkvMhm3BFx0SzOeVFqQvyg/mmOhfakkQWN52gaYJbzCgWY8QZqswSDRxSOawNQm3DqWGjFclW7w8fxJOrgiDqZA4jEnrN1frKICQmpFCH63G9wtFtejRFh1d2e11uQnpLfwo4yTbGklIpj/4GPPSezaDo5wTT5+CZn4AX/5Dy6S8BH29xRSLTYbr1/7P35kGWZXl93+csd3tL7pVZmbX2vk13z/T0MKsGxCBrwDAeBpEgjLERMpKwbCxbssBgJYkUtrEIEzhCQEiWhYwZTErsAoQGGGD2pXt6et+qq7q2zKysXN92t3OO/zjvZVZlvVdrdne1I78RGVn1zn15t/fu+Z7f8v3+tpif/U+jn/q9hdR13kZnuY9+2CdI/z9Alxz9c+CHrrbd4mvHOfn0I9iyr7vGZRhYHNqvpfyW4HzV7HVE2Ms84uUvv5fVs4e567EnB0aThOCotXzuP368+B7gz66694U5I2bnvwZXCmZmoyMTbGG5lpidsTibAwLaHWQYILIMwhARRZgxTVHTmMBRjlQQVlDWJbYqMMpxbHSLh0dXeWR8iXeNLaGVZVgHKAQlcKGIWTRVzlHjRXOQdhxiqhrqIQxVEBmI0uBaLYhDXBJDJSQ7lJBNaPLDjvpUh2rU4e6pde5IGox3So7VN2k3NefuqXKuWefPv3yQzmgNvdFBvba2re68F2jVI6zuG6ZoMjiC9NV+Lybj+dgaV1dW7zWyi0vqkJwxvgaon8TBJYKSIokhCBD1CO4Jccctww81eejgRe4YXueBkVUiYdA6Y1SWWCxp0iE3GUNDOe1YECqHzC0itwgVYJTyxHgoJD8UU4wpTEVhI4lsC7gokYXAhWpH36gXBt7WRbpcGMnh7zudjHRVIdoleXsnXSUuSVwliUFZQ011EHkBufFilRjU9EA3n77X/4prPT87C3ySq3xP6ucdD/62o75yg6m0aytlvikQDo59ESZehuc/7gZHk4RQOPfJ7G9/+LAU6uetM3u70tjHm4p9gvQ2Rzet9ktchRxZI3n1yce48PrxG/vjApDKr6i1RoR6Z04pvZeU667Gbw79nn7XfiKunj9Ec32UBz7weWqj/Ve/UjL5yDH36/Oz4oNzC+7VaxzIE/QhSK3JCStObaqrHY6AnfRZlvu2/dL6TiWtsbUAU4+wFUV2IMAphXUWU5fYAOIkY6beYrLa4hunzjAcFFhniIW3xOgYSF2FzCa81DzIJgmp1NvaPC4KEDrw9yUIEIG3wTDDMaaiyYYE8ZECUSuZOLjBsbE1ZlSb90cXqATGl6BUJ2kvxnA2wLRB5sZ3gEmudI+/SWxO9CkX8viaW5gbJM/wdbyS82XMKqjaUI+kxm1cvah8W2+o+xvYJke7FwCil6IMA99dGIQwHcOIQB0tmLljk4m4zTeNn2M8zDAIJIZAOoy1aKFJlEWWlsCWSAEyLbZTZa4W4yoB+UxCOhNhKo5iwiJygVKCcNX6TjljLhHudJfLFe06VyGE/xwYy3DcRhhLnrptHpUWkjjwf2tjLcSVDmkNop3viIji0EdWB13Ca0aQxPzsJ7gGOZp+ynH/vwNl9pLpvDXMqboG7/5leOlbHeceH0iSJFND/9T9o+9cAn71zTy+fewt9gnS2x8/i/cy6ossjXjh8++juXbjptxOSKSUuECjotgXhCrpC1jTzE8yxmx7Edz440pc9utG/krWqfD0n30T9zz+VQ4c6V9uJCWTzvGnP/5x8f5/+jt6uRxsU993pdyenBy2bFg1qEIDuGwGs4auCiRFRZDPBIjjksmRFoeONaEiWStizpmEtWYFEUOxEbBcqRCVJU8MTXIoaXIwbqN1SmagbWG9ULzaqbEhQ4gL6mNNyvvBrQjaVY3TCa4Mic/T7ZISqEaBrECwpSgvKrIiYLleo1PfoKILDgy3UcJPkDN2k0UZc+Rd65zpRISuRR5pXFbQZUnXcUeujpXpgf0CA6MUC3OuPTsvngMe3j1WvX8FvjQzeIc30I0nlNekEnGCrUaYWkwxFpOMOeqHW4we3WAi2eT++gXGwzaVXVTASaiUlvZmjG2HmJZErVgcXhrARRo7KikOB5g7oTrWpjrdQFVKWss1yjwkl5HvsCutVyiwveTaVSQYnPPdds6x8nrI2bEIkUySD1XYKCLKOkzqNhcu1ImbGaeej3npqRiXprgs85Yo4w3U+MAyo6sSJDE/+x8B/y+DyJF13PUp4459UV4iuHBj6F+a/taGlaT1Rdz1ZcdLHx3Q6eZv1L8Wc9+9Ffz07/5R7rKBSpz7uH2xT5DexpifFX8T+O8Gjbc2h3jusx8i6yQ39ThxFU0Za5iJSDJLbdKRxDwyoHYAACAASURBVI71lYBOrMlO47V9tgwiN+x6nl8b21pC3bZjIbok4/pgjealL72XTqPO0QdfGLSLI0LwqXum7UeBQaaTn6LPU9cksWqMJHZkM+vWgvS7it2T7qUJpURIga0GlCOK8pCm/sAmR4c3OD68xXlR5TMrB9nY0oiWRq5L1i/UWG9X0fWS49UtPjh2luEoJXWwaeG80WRO0CxigsQxUmswQof1ySqNeJR2UCVeM0QNEE4gSoPICuI1gRAGW5Xk7YT1umUlHGFltLhMH1Jqx9TkFkfLFYI1TUuGXHhC+8iYcz4idgsoFaxN1gYN//trvP2P6EOQ4ntXwvRLt3RYHkr5yFEUQRLhqlXMZAVTVRRTBZNjBVN6i4eHFqnrAhA417N0oedTjDOSuHSohqRcj9GyAFFCqLFaYUYD3ITAjZUkdzUZr7QYDZpkRYfFbJQV4m6k1keFXFdfy0fwxLYdyaVw4PWzbAGZ4PTJhIvpMCeLadaCmOrRlMZmhN6CA2tNXn8mgEYH1/XfAwjuG9ik9vWFOTdwUMzP3stVao5k7nhkAcZP3JoDreh+p7Z/yrL7+2Y0YfcWh78KlYvw9e91mKgvSVI49+vlx975nYEI/0Ph8v2apLcZ9gnS2xTzs+JDwC8MGm+sD7vnPvNhUebRjZMjJZFCUdQj0rurZDMRB+5t88CBNe4stlhMKnx5cZILL48QrBdUvyaQjcKnBwYGaTx8g5DoEgnp63R6vmfO4fJ8u3D2+upfBKeff4iyCLjz0af7bhEFPPBd77f/2/ys+Ov9dJLcwtyymJ3/In06plZmqmJoc7vYckBzYJckCelb/5XEVAWmCvG9OUOTKROjLe4eXyHPDAdkzMlsGJeC7WjWVYVSOF5ujlDVJRt5QOqg7eBUHtM0iq1SYwWEUc5Q0IJJRdZUVIucTiMGA1RCSA3OlMjUTyRa5KQTFQolcO2IvNAUherdCJxzyNAQyZwgSkkqEUUoEWgvPrkHukhrk9X+9UfONRDiz6/x9t8F/v7uF+Njm6oTZrg8sAIhb6pNvCfXoCQEAU5rzEiCTTRlVVEd7RBGBZU4Y0ilxMKiulTZOiidQDlHswxI84Ai07RXYlwucZnASYlTPgJr6wqbOOyYJalnJFGHUdNmU2tiV3pdK2txppuuxXU73/w9GvSp6y0s0jakqyGrZcKZZIhWNcB0SrAhwZrlwomAfD1HbOZe0sD6vQT3DtSB/N2Bl21+dqQ7PtxvXGWOd/0qjJzZPsqbg1IIpbyfXhR5hxQBzljopNs+d2+mXc5ujJ2Cx/5v+Nr3O8qkz7lKkbhHj/yL8rFj7wIG5jL3cXtinyC9DTE/K446x28I0X/11lgf5um/+KBwxU1oGwmBkAonFOVUghkJCR4LGLnTMlw13DO8SZ4GDI+UpJ0YgcQlIbS72jH9PEYvic0I8OSo65HlzUT9hO2M9Q/vHmG6gfqX86/cCzCQJAWK78kKng5F/M9K8oa9srjmd+lDkM4dG+oMv/BcUaNWqVC/trWFUgihqOmCoYMGRkMOT6wzM7TJsdombWVoyw42M2wxxIvLR2jbAFs6zqzVuS9eoWEtZ/OA59sjvJYOc7GssmETYlVwV9zgrniT8XqbbGiF0/ULnOAA7TMxLy8doFzJUJsOudFGpBlBO8fEhnI6oLkeU44r4mG7HeiTEmQmObc4ztLyJEtnNe2TYG2+3f11q1g6PNR/QIh/7xbmrmXR8AX8xDJ+2VuVI3vk66fbXz0+M8yYUeir35tBUMrbvCgJlQAChYkVNpasZzVc29BaE1QTxd1Jk+Pji7SsY8Nq1ouApbxGwyQstkZ5cmUaW2pEiTe5jbpGt1oiWhLXEph1zaqDtBzC1FbZPDFEZykm2LJEmxaF8jVQ4C1peqbCA+AL0MG2Mv89S0vKwqK1wR6IEKVDXcxIU4HYavvoUVc9XdbbV6s/6kuQxPysAn4NuK/fuMwdj/xqyfAZxS2RI+ENmIVSEEegNYTai3eWXY0oI3Z0rN5CDJ+Hx34FnvgBh4n7nLOSRyjM7+h33PVt7rnXM+PKfVuStwn2CdLbDPOzQgMLQjDZb7zTqPHcZz7MTZEj8FEFKSAKmUoyho+njN5pODbZ4P0TS9xVXaO1pbFVaG8FSGO5MJNQ5kBhkGXRfQBfYz9hgIhCiEPstoFot0A1zbZX977uAq7nYXv+lXvRQTEw3RZq/slH31Wu/8HX5P8J7J75fw9vpnkZylqtsjQVPnt0KTtWEVcjSG7HHFVCOOyIZM74WJMD9SYoS4lgMmqTuZxGHPF6RfBiYEGCcJIhSrJCsZppdBGyUlZ4pX2AlbJOLciZiptMhBmjquDeoI2ImhzUDQ4cyHk5neKFykFcIqENqih9fVhuoC1RLahaTWIdaRFsB4asg412TNGJWD49wuKJkCBro4sOomt1cSvIQ8XK4dH+g6b8/Wu9f2HOlbPz4veBH9g9NvT44ujFr0w8P8zYw44bVQG/9H5JiAKcFJhY4cJuq70WrKZDNDYkB2qGIRTGLtKRipZVvFZUOFvUWcsqPL1yiKyIsalAGoELNC4MfN0eDqsEdCRuS5DnFUoHdimgWAwJGiXJWoHMu7VHUiG0J9uXdeD1geidCw7SHJeXSFugEIhGim51U99Z13vtEmuZ8N2v9a2uc5ZlIXlywIX7CeCjfY/FON75azB2Zg+mFSm9JU8lQSQhphJ7i5d2iSgN0nSfE4G+zFPurcLQIrzrk/DkDzis7vM5DNQH3Xvv/BX53Jm/gbfQ2cfbAPsE6e2H/x54b7+BstA8//kPbNuF3CxEEIIKqA1Z7qlscu/oOu8+dBEt/SR0X3WD6ahJdabkXDbKn79WJ0sjVDOFVoawpht96E2uu8p7tEZI5dNrSYwNtXdZL7z9Aw6vU1MW3Ogq9PTzD5LUG30Lt4VAPHTU/lQl5leB3U/V57s/D+5+38Z999Znlp7rwNWVyXtt8c46ZGmROFxL0sklLaO5KCNKSjY3QoLc4FqgmxYRO0ThyNuKVi5ZySJcWuF0q84rawdQocPkklqZU0hJI4soqhotCvKOJBAlZS685o61kJeQ5/6E8xLVipBtjb0oaE8r2pHm1ZURhqOMtfWI9a2EpbMVLj4fkDeAC3abYN1qBOn88VGc6pteS1F6YBpnF/4NfQhSdaqoh8dXc3vqsJNczRNiAHqCmM7iXNf3LC8RuXch7DQUhRM0izorwy1WRMqz1QmqSYvX8irnbcRaEZKWmhKBMf5H9+q2jPX94cYiWz6Vp89KijGNbDu2tgJ05hAXDHGzRJiuLICzO0TGuWt3Ejq/D2d8nZIwBuEgaPhLIo3D9Qrte4RXGuLHTvb/e4KFhbkrK/PF/OyjwP806DDu+wPnxk7dWk7WZ359vZEIuz51tQSqIWWiUUmITA10/NdXWIsTXfK4B80Et4KRM3D/78Hz39l/3B4Z+Q6+7/0fwC/G9vE2wD5Behuh66/20/3GnIMXvvQe2o36rfV3dItWndZMDjWZrKS8/+ASo3HW7bV2VJRhOHCsV+uktQquHuFicIVBaAWFr8fxhTFwGcnp+pb5B6BveyfQOCG86nF3zCF6ZRg3CMErX32cpNbsKwEQh27y6AQ/xy5ZBLcw58Ts/C/ixTYvQz4xdbSIX964+rrvkohXaUiXAjqiRj4d8JXlYfRowanDS5xcHiFqGFbP17h4doR4vdsJGEpKm7DoJsiUpkqLkxuTdFoJxVrApgFTSVg9O0GiC56trXN+fYjpoMnK61UunqwQtQ1mNUVmxkcchEBgUBspsVDkw4Ylhlmp12kWIReW64wVKfkavPZihWC9Q3wqQ7a6beC3GD1ywLk7xwZcLvFrbmFuoADPLvwhvsD+6O6BA49t3F+87lJBP9uRq0FsExCMQTRTZG4IlEK1FE4rZBGClnQOaC4wyudqNVooVqXGaEe10uSANjxYX+OuqYJzYoRPLVcp1wWOApFmXcLvCDKFXgZ9IIbXHbJdYgKIVlJEYZGZg6LwKaWuBYq7Rnpt51R6ukfdz5+x3vzW+Pu3fRcvuZ/B/eeR9YE6Yr94xWvzswHeX63vnHHoy5ZDT97E13XX2kkIL3DZk6twcYSLQ0wU4JIAmxtE6UArhNHYbhTQ4VONbzVmnobWlOP1D/TvbLNHx35BzM9+ys0t7NuRvA2wT5DeJuim1v4V0Ffl8dQzD7O5dOjWm1+N2Rapa28p4qAgwhBeJn3r0MoyNtqms6ww04psS6EDS7Ba9ZGgsvStxA5caXxUCbYnJFcA7Y6fnHodbO0UTAlF7t9/o11xXVijeeHzH+DRj/xJXzHJSsQPzs+KX55bcJ/ZNfQrwP/KblVtKcXSfUejg19vXiWN09PZ8cazZRFgGwGb5+s0nUWTsx5p2usJblHSfHWYILOoFUMUWMoEbOZodip0NiFXYxRpQKsZ4bIA4WClrVhBonTJ66ujuExzsp2RnoqIGiViuYPuGFxut2tTDCBLEB1LtGHYimLKXPLpl+/AbGqqzZzihEU2U+z5BuFa5lfitxg5cjguHB6mUxsoSjqwwWA3FuacmZ0XvwT8z7vHRh7arKz+cSpoRNv7vaGC7W70RRiDKCSunaHyAKsNSeh98hyWNAlp2pDPrMxgEkjigrsjRyXc5GDQYjxwpFGMkgbjJE44RJojSm9pojKF0ApZgiy7Eass98X0zuJy01VEL3YiWz1ydKNEtRd5GjSMJf7AIG1OPr0w5/rlqH8ceGe/N4yedNz3R3vkpqY1Mgy9FctoFVtPcEmIi3ydoigsIvOq5wQKWauB1p7M57mPPAu2u9yE9PYyToj+AqFvAO7+Y2gecKze0+eKxMFh4KeAH3tDD2Ife4J9gvT2wd8CvqHfwMaFCc69fO/e7EUpev5U9aGcPFddw8vLG5qcc2zmCbrqMBVLPhQgiwCiAKk0rsy3rRCcc12y4ycjPwEL/++8QHYfXs4Yr71Tmu5D/uZPI+tUOPHkYzzwgS9cMdZtRfvnH3lIv/NPntspmHQLc5tidv7/wV/ry7B619H44stf2UhSU4mpKE2wS/ulF5GwCGMxaynGCMonA8RdEn0qpz0lMRuO8jTQbiM3c3TD4OoRQQB5GVMUgjyPyS3kWUBuNJQSYQUmVcjCojuKLCtRLUu+LtDtDLnUIVzPcGmGaLW3u5ukA9vOkBY4JcnTmDJytC4EqDQnWy0ImiVyo41a73TtUdw2mb2xup4dGGF45R19y+QAvuIW5q5LpfkS/Ev8xHIZ45IKqb/lia3Gb71bKlScUL2uZ9q2eGSvvifNEcqTdRcGSASqKKGiCRsBmYwxG7BhqgwdazBMmxHVZEpvcjzYolErOZNWmTlykeWlhOp6CnmBy812uhMhkE0FUiLzHNeNLm1H67rbADudnL0oV+94r3E/ruduiQdPoQ8NDN5dQVzF/OzdwE/221iljgd/yyHtzdKjSzs4BEL7ui1Rq+CSCBspbD1EGocsjFcnx9dlCa1xyusQydJ4f0LRS7tZhJA+Mt1V4HDC7VzDN5AkCQcP/g588UccRaXPdXHuH4h/+PFPup/57f4dJfu4bbBPkN4GmJ8VNeAf9RsrS+le/sq7xa0Lp/UeVL0aBYnDobVBSQu7Y+EA0lJaR2ElVkucVpTjCaqdIWINWwaXWYytINc7fnVvrG+FN8a39BvlCZGSfsIounIBe9A9tXr+ECunj3Cgv3fb/fcdsn8vEOHP7NIn+QX6ECSUki+/c7p1xxeeyQLCcS0G1Gs756WfOzmyKJFY1JrxxbozAn0+RwsQWyAznwbTjTYi0Ahhsbkmb4ZgA6SWMARO4X3WJARtiDYc0YohuJhii5RguYPMSkRqoJ1ie23h1osVitynzASWoN0kVBI1ERGsZjgBslMi0wLbi+Zx45JWu7F4fIK0NtAI+Z/d6N9bmHMXZufFAvD9u8dGHl6rL37uxIvB8szRhKq+oa9Cj4D0UlrOQZr5idUZdFMg6wlSGFwSkKqQmSBnUre5o3KRI8kWCIgjw6GJTY7mq9SPBXRyzaYNfC2esT5thvPeedb6f1t32ee8R0zFpce215CW+je/NGj0PPA7fV7/aQboHd35R6WLt9SNhY8uOclL431OKa9AHwWYWoRJFNlEhERgJeicnUWX8uTHBQqRg5USYWJEnnuyqSXWOGyk/eLAWoRVOwXd15O6vAVELbjvD+HZ7+ozKIQEfk4J/W37HW23N/YJ0tsDfw/6d629/Mw9Lu1UkbfEkC55Ylmf30cHNNMqpWhSFAohLn+gCCEY1jlJx1HvGJq5wlYl6bQjOCiJRgS6sOQuwrygKZdryFZOcGYd0XOM766s/YOxKwJnfJHqrda/9HDiqXcyPHmhb6ptYsj96E9+d/HzQGf7SizMPS1m5/8t8Nd2b985dGRmbfSFz4+tu8Fu5b0JNy1ACJRxSKVACVhVkFlEWSAKtqMGIgwQgSbYjCid9N/KYQ0Vh4zBRoAB3XGo1KEbhsq5DNHIcRtNZCv1Rbq5V1W+jFw6C2U3zWkMqqu0HbdSROGNXIX1hcBiFym96eiREpx8cGrQ9XkZIW7WfuEfA3+dXcrNQiBmPnpu9My/HjkD3H9Df7EXLTPdRYDppm+69FBohSr9b5sLhtZg6GDOUJYyEzSoqBwpSkQQEJGR6A55bLBBCIWPktos707IrkuUYNuNlsuXHle94nugSRW+6xR6fKCN3U8vzLnLmhfE/Oy78Nf8Cgy/Wrjpp2wpxE1KLMB2Op+ean8lxtYTbD0im4nJRv3iK+hYZCGRufb9p7rEVkJMrMBFyMKg1iTCRH5xVxa44RiTaEphkU4SXGwjWplfhDWblzSRvDGYehaWH3SsPNDnvlXCb7Y/8bH3AJ99Qw9iH7eEfYJ0m2N+VkwA/6Df2NbqCMsn7hP6lp+cl7w9CLyytRIMj3c9uS5xr+5FqAsj2GrEKANiU6BK7y1mDmn0jMGNSqhoWAspmxHkAcJ1W6p7BMgYwHdf7aya97YTpcwjTn79Ue5775evGFOSg9bxX+HtWi7FTwLfyW4LBSHF2mPveaf901dbwGXiPpf5esGO8nEn32knb/sJU4Jf0fo3breay0aBiAKiNnDBUUYgO+CkI2j69F2ylBNezFEbKWw1oZ1BVuwYy+4SFdwu3BXCSymIboQo9/oxPuvQjertEV59xxR5MmDOFOIn3cLcTYnXLMy5l2fnxb8Efnj32Mgd2cGtBzZiXrxeH4qu6iDukm+P2Kn/Ae+tV0rfVi4cIlDYvMq61nS2xlBjdzBeKzg8uYUGnlmaZHlliK0zgs4r+Em6KLqfabu9v92RoT2p3bkOiFqH5CPPDBp+Bfi/+rx+Rd0XgCgd9/++dQp1w+ToijqxruaRi0KIA5xWFGMJZVWR1gVSg3QShEFI4TWrQo0LNWWokEpAapBh4Q16Bbggwg5HlImCUCI6Bls49LYCySVB9zco3SaA+/8AVu9y2LCv1OfPivnZ97u5hdugvHwf/XAVj6l93Cb4+wxoLz/17CME9P3m3ST8JOrbih3ntmJO5VX+ZOUQr7WqvN6u0cgVpxsVvrA0w4nVOs+fGqG4YNCyQ3WowehdW0wfXufd9y/x4N2r3HF0g8lHmgRThmgi96m3HinorqKF667eBWwLs/R0kPbgrFbOHKG50Vf0FwE/Pj97eQeUW5h7if6TBfnYePX83ZPVa0W4Lk2TuF59VVH6f5elT6c4n2Zx3ZoKJKjSIVKD7jiiBsSrUDvnSNagsmiIL5aoTolotBCFF8xzvRqWAYW5l9XbdLWNXLfGxVmzpxPE+kSFM/cMDLA9AfzbW9zFPNC3A2jm21+viTi/vu9Djx8Jeel/uoNdixXnC6VtWUInRbRSVLtF57xj5XSd104f4vnFaV7YGOGJjQMsbg2x/PooF14dJc1jXF76RUCvnq6bHnor4LBUvv1JZDJQM+gn+0SPPsAAzaPDX4H6RijlzUwhve+/1pBUoJJgx+qY8SplEuDqCaJwiMKiOxbZLAlWc2Qz99pHzQ4uzSDLkFnhPexSX9xuNBQ1jTkYYQ8K1IMGcbfFHXKY6YSiElDG3lOy31Xaa0RNOPrFAYOBei/wkT3f6T72DPsE6TbG/KxIGGBEu7o0YbdWfNbtlvtHtidIP0kLa5F5TqOpeGp5gr9YPsxvLd/D881xHIITW+N8bfUgv3fqHp5ZHIdWSS1tUK80GDnc5OH7l3hwdJUPjy7xwTvPMHPXGpOPrlM7XiLiACKvb4IQvrukaycgA59qEmGI0NpHr/YgrQCC1599R/8RwRjwvX2GBk7Er7/jqGrWlCspisG9Quyk23rRnUuiPJd3GvnrYLWv+7KhRBQOmTvCDUfQsATrBdFiimzkyNU2ZAUuK721yyW2LFdcrX7X75L9X/baLaJU8Nzjh662yY+5hblb2tHCnDsP/Hy/MV01Ov7ok66kLMtrGcj1BCK7IpH0IhNSdsmM3SaUWOvr5EqDazs6W5r2RsDi60OsrFQ481qNi6sRK+cj1l8IyZuS/KL1NXW7LXPerHDRLuhHThEO9l0bRFz/br+NZWq5o9v/eTPPHoFAKG8OLJMIJkZwkyOY8TpuegQXaZTxtXbVC476OUuyUiDbGWqt7VPKnRy52SHY6BBspOhmjigNTjpfuzQc4e6ShIcLavc2iR4oKCcVxWSCHYk9OVNqe0G2HVV6A3D88xC0B37s+17jfdwe2CdItze+G+grJHPimSv0DK+JgV/R7orOdUPdvW6zNROy3Il4bmOMxU6N5U7C0laNlU6FEysjvHB+jJWtiHzdEoUpoU45eHidyXqTmfoWx6ubHKi3qI20iYcydK30tgtSbj+cRPcHqXBCeuuRnlbSpV09t4j1pYNsrvSPbBjLf1MJ1GVyz25h7hwDRPGcVjz1/kPtdbEmHO7Kas/rPWYhPAEMNa6eYGsx6eEq6UxAe0qSj4B0DrWVoS42EOtbiKVVRKOJSzNcnu3dovcWr7MDXn50hrQ2UKT019zC3B/f0k528E+Ak/0GkkfPifwdT2e56+xK43UvlMBb3MQRslpFHBiD8VHE1DjiwCgijhBJjAzDHbHCMEQkCWJkCJIYRUS8brDPGco/Llj/45j139Wkv5kTnGwQvbqKutAEa64t8vgmQI42qX20f2rNOQzwt3cLQ4r52Sn61OEBTH2xk19lwt/193dt13vWhBq0wtVjqCe4akQ0E+OiABFrhHHo1BKul4RrBtUsURsdRFZAViCyHJEViDRHtYtu96XFBIJSQ3lQIoYtYtSgxksYstiK8F1xgex+93w9XpeyXdf53Ax0Bsd3C4rsXKDvkN/++LuluAmh03284divQbq98SP9XrywNGrbm6OlHqCJNBA9wtEziwVPVMD/P9A7RcNCIs+VhJmjZQPOvZQg8jGCQ4avnRnj7FqA3GoSn05xm4a0JmnVY9wZzdEiIxxvMlQvWWtVWUmHWLFV8k6EGjEgc29LoiTowJuFgq9/wq+8RTcA4Ex5ZbTjpiA48+L9DB+4siZSSR79vr/kHgc+tWvo54BP0MejLRsZrr72DfevjX3x4thOR871afDsFMl0oxZRiNMKM5ZgagF5TWATgWjgr1OnQGQlcq2JyAo/6RbdbIi1b1lUogeH4+xd45wfJArp7ApC/td7tb+FOdecnRc/BPxpv/Hp/+RksnhxLHWLtXAnAtlrJe8aoCoNtQQRhbg48Bne7uTbSzMLgY9uBhoqiY801WIkIAqDXupgjaC9pHBbgLWodAvZyL3h7FtMjhwOEZbUvvfzA1Nr1vCzv/GPXT/JhR+iT+eayC1Hv2hvLLLbixJL6S2GghBTC8imquRjETOTHe64a53peoezjToreYVXToygWyXRaoHazBGNNrKTdSOm3XiPsT5qFPsiehEE2EpIfiCiEwYYYZAdScV2MKdj1IZDpI6gbZBhAEojtMSVXemR0vhuxu36yL3D4Sfg5Dc6yt1ebUJId8/Bv+GceWJPd7iPPcF+BOk2xfyseIwBliLnT9xlQQRXTe/sRjdaIYQ3gBTCr45lEPgVdRIj4whZqSCDEIdAlZbwQkn91YzyC5IzT9X5/GenOf2lKu6VnKFnNwkupog8I08t6YomXU3YWquz1qzSKEPKXNPailm+OEo7qGDjCFdNENUEkSTIauLNKOtVqMQQRRDHiDgEJbdTcXuBjeUpOs1q37HhCj+6+zW3MGeAH2RAqq1x5NDYi/fGzTatNKVd3tQq1HXd2wON1bJbQyGwmm4buIPcINoZdHwHDnm+k7q5DeSDLxyIeOnR6cEbCPnDbmFuT53MF+bcpxkgNim1k5Pf97UgrV1st2nlxpkdpiLwLeJJhKlFFMMR6XSFshpQDEW4auwVnLXaFiN01QRTDchHI9LxkDKQmFBCC+yWxZ4z2NUSs5Kh1lIf4UiLbtnRW3l/HMknvoCa3Oo/6nhWaeZ2v941pL1S6gKYesa6KNM3trDuRaaDAJkkiDjCjdWxYwn5REj4DsHYsZSH71/k0XcucvDOBtm4oKw6rMuRmy1EmvuoaZZ3CazDlQZXerVxJ8BEGjMcQSAxNUtKSKcd0zxXo9jSiKYh2shRVoFUiChEhhGikiArFa/e3Uu9sbf3ThUw/dSAwWr0/WJ+9sYWu/t4U7BPkG5fzPZ7MW1VaCwe1epGvad633V1Sd1FoHBhgB2u4JIAMxRRDoeYRFEMK0TmkB1HcMbQPi/ZOqU4/VxC67wgPWnRGwWqWUDbYFqCoqlon4tpboY0V0LWNxM2GzHLF4bITERWhpS1CBcH2CTAVWJcqLHVBBeGuCjAxaEPvctL6o/2bCUuWHztzr4j1dh98/ysuOIh1S3Y7iuSB7D4yL3Vk9NuteNaN96Z5VvMPP+zFml9qF+VAifx8d1uTTuyK+B5xUP7rQ0ftWshL7zvzm6qoi8+6RbmfvsN2v0/ZECqMf0F4wAAIABJREFULaibYOT7v1BsqZWOpfSmG93o6bZJcj2hmKyQjQW0jlUopqu4WgU3VEEkMQjVJewRZrRCfiAmGw/oHIkpJmJc7CN/zuE1vcoS24t48lbfGUg+8izxfRcGDRsh+MGFOddPh+e99LF1ATj6FSk0obx67d2u/3e7OEUS4QKNqYSYkYByWFMeh+pEzthMmwfvXmZiosXEZJPKeIaKC0RSdoU0Dbb7+TcKTOIXE3lVYmOwVZBHHLpiScYKJobb25HnvKkxbYHcsgjjvMxIFPhFSRziusdFGCAuee7sTf3jDg4PkkYN1BCF+aY93dk+9gT7KbbbFx/r9+LSa3cibobXSuELn7U3hhVBgE1CL8gWCPIDAcWIwiqLDRThpiVcL1C5I1pMux05JWXbm5j62iEHgUA5CFqglnLK5zSLS1Vao8d4/c4mT65MUUYJrtCYCNoHBbquUKkjuig9IeqpEkqBTEtE151cKOEVt7X2Gkl7gAunjnP8oeeQ6nLSpSQJ8GGgX53MzwEfAj5+xYgQYvF97zkYfPYrayMXXHxZ9/I1pkjXUwMWXTsE7S+FNQ5RCrAgOqarPt773Y0qvcWzr8WSVkKe+PBxymjAY8S55xHi77xRx9BNtX0X8Dkg2T1eOZgPH/nPn13b+uVxqW3kU05a+0WCkpihCBNL8roi6Aq4oxUo7Qlf6Le1ocIMhZhYUgwpgo7FlPholMCLQZa+IHu3XMJeT7LXQo+4xB96keRDA+1EAP7bhbm+qTUY8OwZOuMYWr602+86ILpp5DiCIMCMVihrIWY0RB2zJFMWNZkSjaQkoeGBiVWODW+hC8PWTMSTI5Os6RFU25K8toWNNLYeUcRQHIgoQ1BViz4qqcmCY9MXuHt6g4o2XDQVntmY4OV0DL2Fr3sKLCiNQ2ArATbWWCFQeYncVP7M8m6Ulm734fUqR1wD1VVvy7J+R5+/FahvB/7DLe9kH3uK/QjSbYj5WXEP8EC/sZUzV+0SGgzpb7UIAj8phxo3lEAlopyqkE9XySciWncmZNMx6cGYfCKhrAZYxXbhNnnu28OF69YVKFygUEYQpJbKxZyN0zFnXxvis88cZ3VliOyiRuUCpyVFTVEOB5i6xgxVsJWQMgmw1cAfk5be/V1JnOsWUu5hqLvMIzaWB4gYDpgY3MKcBf4z4Nm+71JKnf7Q42OvTHXOrnMxK8iKq5GjHh8U4LWJ0gzRyQgWm4SLbepnMpLFlOqJFsFGB9nJEI022xo6b3VoAmhXA776jcfJKgMzA+sI8TG3MNc/v7NHWJhzXwP+i0HjtSPpWP0H/mJzXZ8/33AbhqJwFAaRl+i1DsF6RrRu0JsF8YUOIi8Raep91HLfJajSAr2WEq5mhBslei0nXG5DXkI73TakvR0gEOgPPusqH3nuapv9C66uZt73ezD17E2eo/Laaq4S4ZIQG2vMQYWsQTSUMnmgiQotWlomkzZHh7Z499QyM9Nt6ocLsukKZjTC1hMYqeGGEopjI+SH6uSHK2SPVDBHJMGDOYcf3mB6usHjh5a4c2yT6aGmV9LWntQjJWiJq0bYaoxNQlw19L+7USWhu3WZblf92h5gqv8TBJz7mJifvQ2+2fu4FPsRpNsT39HvxcZWxWTtuuo3djU4fOt+7+FgQo0bihGjAnnAMnK8QxFkjBxuk1UFzUYMBx0dFxEog10LccZBIrE4nHDYCY0suvYiUhGtO2wlQKaK3ChcoSmLgCIWEDrUkENa6wMgxiEy6xWcuyKRTnnaYLVESuGjSFL4/e7x3LO6OM3YTN+W54/Nz4ofnVu4crZzC3NNMTv/MeArwPgV71Ranf7gu2eKL3317B3nyplrqVPtDDuv49LOkZ2MaKVEdUKEkKhOAc0UsdkG09NMeuv5UXMo4skPHSMfTI4M8N1uYe7Em3E8C3NuYXZePAL8RL/x+rHOGD/w5ObSJx9ec+XEhCi995pMMwJncUIRdEpPiNoppEVX1rGrfN3JUE2NLL3DfLDpW8pppYi8xHYlAbZxHZ5pew3fIADxX36O5MMvXW3nnwX+7sJcf0Yn5mcHLs4OXDUgdfnRXPYptV3roML4aFshoBUgUodrKfKOJJQOJQ0V5QvAH5haoWU1j94dsLaZEFZLOi4gcSVDRwtGDm+xpmLqk20aFcXwUIeDo5uMxx0erF3kqGpwtkhwocFWHC4AGwusFjgpkTk+Emu9RhRlN0LbVZX3wSO359+1Ay/Di/0GhDgGPAzs+7PdRtgnSLcn+oqzLS+OFexWd75eiG7iyllsJDGVkGBGUjmekhxpc8/xNQ5HbULlyBU8tT7Okq5TLkW01mJMNQEBtkwpj2nsaIGpQhFFiLPQKQJ0IUiWSqQQyNSiNzK0gLKiiZogpCCvSMJNg8ys786iWzSru1EjLX0kqQy9q7dzoA0UPWfzm7ugl2J9cWBB8TG8VUU/N3PcwtxJMTv/14A/ol8HoVJy8f3fcMQ9+2rn/hfbSgiMROqB0aRuTYUovaK42OogopAgs34lm+bQaCNKg8296/tbSY4cjpXpGs99w1HMbq/ey/GjbmHuT96s4+riH+En9k/0G6wfSYfDv/VUe+tXhxytg47CotqxdCWEpfMp404G7czbr2S572zqxgJFJ8SWjtA4X8fSySDLfZFwXlxOkN5kcgRgg4z6x58kevD81TY7CXzXwpzLr7LNX+33YriSl8m6VtfXD39JjNThCVKRQ1agNgWyXSJrEpMKCpPQjIZpHkwpJzVC+267ODA8OrXCwXqbCdHh9Y1hPq0PMzHd4v7JVR46sMrMVINGEZCGkpl6i4s24M7KFjVdElpDGDlG6x3kkIFUUK6F5IVF5Q5ZOm+A2ypwwiFbmY8EGuMXblJ6AdueP94ekd6oCUPnHFuH+v6tb2WfIN1W2CdItxnmZ4UAHu83tnhuzN6Mw/p2oNg6bKixWlDWFcm0IRgpOPrACkdHtjik28wEHc6XFZakZnMjotNS2GqADTVOgB1WlFMOpiydAwE200Qh5OsRrumImgLaFuVKgqbxTtuFw1V8dCjKHSpzyMynLpASKwwiCX0IXOEjR9I/XIWQXcHt3kP31pGnCY21UepjfR3NH2cAQQJwC3N/1iVJv0m/748QYunheyrNscW1O7/04tC4HSsVatd2OxOIEPj6lbL0lh/d1mO09qrBzuHywrcd790luGE44NR9BzjxjqlrTRT/o1uYu2Ez2lvFwpyzs/Pi+4DfZsACIxopKmN/89Pl4m/e3+LkXZXaupRIgahECGO3W/y9J6DpRl5znLGwvuWJUjX2qbWie8965qdv4b2Rwy1q3/s5goNXzWaeBb55Yc4NrNru4j39XqycaDVgeLTfWH/sqJJjfXpeFAUiFbjSoRoGIwLsiiQ8JLBtSSh26gITXRIrQy3ssJ7GNIKI6C7L2ETG2GiHv3Tv60SBIS8hDEEIx3ErqOkS5wRnsyoIhxIWJS0ulNhQYgOJMMYvNkw3sp6XPrplLKKnSi8BQ9e0eG8jghMvw1b/Som+z/19vHXYJ0i3H+4ArngQGYvdWhtNh8Xlthg3AiclVliKUUX7oGZqOOWe4+s8NLrGSJySqJz1XPLSxjCnL47R2EronK1BKRD1EiYt1QM5U4c3OXZoA5VYxmxOqxFzYnkM6xyvnhjDLgKrEnnGh65VK8W2JNIabBwi8hLZyqG0IARSCVwaIgGXBF4Arpl6G4yiu5IXe5tq21odH0SQ3g38ylWv48Lc74nZ+Vng1xngct48ND324keq7Xd+8Vwy1PDRr0t1kraTEA6w1p9aXuBE2e226p6y7Yb+e9u+Segdq8ORR4oXHzvEyqH+di2XYM4tzP0vb8bx9cPCnMtm58Un8I70f6XfNiqy+tD3PD+88dlWx33+fQFO4coCym6qt2sN0vPScwhwhS+SFwLKshvx29kW8+ZpUe1orwsslui+RSrf8SSyelVT+B45OnUdu3h3vxdrpzLX7Z649pnu3qKrKeRabcgLhFLI8xbdirBZhfwADA91sCXbcdlQ+UaNSFuOj69xUSnuKKscTrZ4aGqR0WqKEg6iS5LVDk63arzSGOXMVp0Xlid45fwY8UUIzjj0xQLVNASbGTI1/rsoBDbUmERhwgjRChDGodZCX19mLGSZj/Rex8W7HoycHjjU99rv463DPkG6/dB3FdFoBZvGOXkr31LhHAQKG0IZOYLpklpkuCdskIQZKzbiRFbnXKPG1kbMyqkxdBvC0uJCC1VDcEeHw4c2uSve4KGRNSrScKGWcOfoOi93Rngtq2MjX7htVzSiXUKaIRslQgpEWiA6uZfv6U00UvriWClxha8PEdb41mnTs+e4+fPuh+b6wMXwda3i3MLcb4nZ+U8Av8EAwc58eKjylW+pcfiFM/nUS6dT7VQcEDgpdBAQ7DRIdNMzrih21LXxXW6uO/5md0OVFBisWTo8xKl33aHK6JqepD/mFuZ+5s04tqthYc51ZufFx4B/A3x7v22EhNEPv57k9666td95R7O1nOgqNe3AhS4MJEKI7e4lr5UutqUmip2PYi+tJt7cyrCC3LkkzWvf+vWg9vCFazXanMKTo75yCJdCzM9WGVB/FJ7rbOEYu6nTdM6TSehqdwkIBdoacJLhjTb5hsJYsUPMu0Eba8FJx3R9i7uKZe4d3kLrsrvCuPxgjIXVrML5dp1PLx7l9OtjRFuO+IRCbxpEqyBcKxBlCWnhnzuBximNq4eUEbihkKBjULlFSOXTqFnmyfIekaShgY4v3CHmZ8fd3MKeaobt4+ax38V2+6HvKmJtPe4odHBL4mUOrHZY6TAxBIEhVCWBAWsErY7mzGqNjc2I1dcT8k1FsSVxnRIRGFxcUpvqMFzrcHxkgwfra9xbX+NdE8tMjDQZGW3hxkqoWVyEL+i2FtqZr6dpZ4itjk9lpFm3ndbbBpBmnhg1296ENS2u8BnbS1yFIL1rflZcV52XW5j7d3izyZWB2yjJmXccC5/6loflyYn2s6tuebNwWV/Ngu0G6kuUwwVvfqs4QFaJePZ9R8Wr77v3WuQoB37wdiBHPSzMuRRfi/RLV9suPNgUU//lF2vVb3vizFJw4smGW7OXe4N074Ev3mPbV+9SZXcvsPRGnEZfCCB46LSb+JE/i66DHH0J+MD1kKMu3kmfOUG2ijxpyJt68Gwn2pzzKcmy9AufVoZoFeiNFNdxlG3LRh5irCQtJYUV5EZwoVXxUTNhSYKMKMiJVb7NjZxzFEaQl4Kz63VWWgmn1+s8++o4G6sRm6cDggsGvWEILubIrESkOybCVoCtKkwiKQ8qXD3A1gPfMRdoLxja00W6mQvQBzqDZHXg5Xxsj3azjz3AfgTp9sN9/V5srkyPhkTqpidL58AZ1GZOsJFQWXYsvzzEVy4EFEKwvhXT3IjoNByrr9YQG5CsNAjXclQpyUcd6XDAYqvKO5J1dA0q2q8Kh6OSep4jMlB1gyVAOOdF1wrj0xN50U2nKa8xo/WOs3nXDNS50pvXdjVl6NUDvAHoNOqUhUYHV3CVCnAIGBwIvwRuYe6zYnb+cXxa552DtiuHR2rL3/Qtj20sLy7d+eSpMmm6UAiBwaC6dfdOvPkdapembEpKbBhx6v4DnLlrDKfktSbgJeATbmHuC2/4gd4gus70f2d2XjwN/B8MeNYJiTj4+Na94w++kF343NSy/cL4EenUJdcFelepl5K5/A+8cedgsUh6ZqqO4I4LxN/yDMHMxvUsbH8F+OEuWbxe9H32VBZNWWP4yE2d6y5ysa0T1a3dEg5eey1gSR9k47kKxya3ODq8xd2ja7y4NsFL6+Oca9Y4sTmMCHLMyBpqdA1X2aJ3OzY7ES8sH+DV1TFePDnM6VcrhMstgjOb6I5FtQWyUyCl8mRXClygKUcSyqEQM66QxyzVyRxXCFxDUqgEoyxy06HWt9nYTVyA/hhahM6VvbDg78Fuy6N9vEXYJ0i3H/q2WJWNiVAJLa7X76sfnHWgJEHb4tYN5UXNUjnEX5xVtNYSkpZBnLLYiw65mVJZThEOrHKYIsS2HLERFEVAq9iJKqSloG0DImURqW+PFtpBVu7U2FjrU2jOIUTXxkFJcBaXme1tnDE7EaM31MtKkLaq1EY2+w1Oc50ECcAtzJ0Ws/MfAv4V3mB4ILKp6YMv/NUpzp85vzn+4ismajQ3qwwNKdRwjWHFm8yRBIKUtm1EpT1/92S2evfxxAb6eibgJ4CPu4W5s2/0Md4KFubcL87Oi+fxqdD+UxIQVFx06K8sHc3f84f5xc8caq49PZwHZZWIaDQRVRUSv+nPSoejyWYh71hi5MMnXfV483rsKCzwPwD/+6BW/qtgpt+Lwxd0JRLxnpmTOecQ1voOQHIaecz6WkKxXKUpE4QQHKi0WW7XeHF1jM+ePYqwUJMdDhrLht5pwrMWLraqXGjW+PJr07z0zDDRRkrthQ5qq8BZg+x4YVu0xgYaIQNsEmHqIaaiKWcU4USGmshREoqViKyqkBWNzjRKSt/Zxt49j5LBSbSrePbs483GPkG6/dD3IWXSmgoIb4ocOfAqv0L4mqCwQK90SIeHyDqCtayKtIJsWZCcy1Etg7rYQWQGYS1CWNiS/H/svXe0ZFd95/vZ+6Squjn17RzUUiuDkISEJRtMmBmDAZvR42qc1thgG+M3tmGNPTZmxvVqxgTb2DCOPBjBeBlbQ2Ec0APbOIAANRIKSJZaanXOt/vmUOHEvd8f+9Tt291VN/VN3V0frVq3VSftSvv89i98f3rKZvqkx7j2OBm1c9DuJFGC4VKWKelwYqQdfVbClILBBBFGJobvhwidZnjKtIO2kyoah7ERrgwC41GK4nS1vvIZyaGfAeoaSHU/g7nQxXxZDBQeBL4G/A5Qv+kbgJRM7tjaMbljK/b4SNhx8MDYlhNl2ao7ukxldH0jeHZ7h4V+Dy4+1+zkaw1M9uQ4ft1GObKtWyLlQuYDDfwu8Bu6mK8uaBBrTDGvHx0oiFdhBBLrlrHXcDsjd/PbjnVv+LciGHmh5dzE3q2DzuiOLa7IABd63Ga/l0v7XZ4/1+znBAK8iMwrjtL+6kO221dZ6MmPAO8q5vWjix6Moe7NOVuSOLhLkxe5OD2r9hWueYiVojKRIchKpp9voQOfnukch6Y7OTbRxv6XOpnwXfAhqMDYrR4j1Sz7RC9dHT7joy7Dfo4jJ1o5/N0M1TGNOhnhDZaM9zpO0sWYaV+EFKaarcUhkYLElSTpbKOUQAhF4gtTuaiVWeRdMPDlIVNquGnRc0+TlaNpIK0jCgNCAhvrbYuquSV7jmaO0tpofUz72EjkEYXn2FQ3Z3BHQ2SYIKcirPGyyf8JorTkVeKcDbBLEtXmceJkL6Nb2zky0cvZUitbs9OcGO6gNO4hSjbs18jpCFnyEWV/Rm7NdNy20bkMeI6J78cJouyn1UAxRJGZrlahYiusXtKdosaSVnG6mNfAn4iBwt8DDwGvn++YuKt34+g9vRsnXuGHG05N0TdYUu3D49pRtgVEEaHt4gmNioxQwsxPVsz1fVBmtasiQuHgCI2OYmLbxmGyO5uMbGq3R7Z0UmnPLOYlHgB+cj2G1OajmNcnBwrizcC7gN8D2ufa3/a0t/Gu0vb+O/dTPXEm1i/tIDjQH4XjGdvBQaEThbYkMkmIpI0rMd4bKedI7ax5ITRaRcTCxtba9I6xZDaKrOtP29k9w8LdcxbhJrBwj+IfAB8o5nV5gfvXo+7NOTO91JkHLrCQZlX+1/K5BBJrPCDna2JpMT5o8XhmE2O7W9h/sAOShPbJKZxyQtIqGRux+I67ifiVNiNnc7Q4PtWq4PjhDE5YJntqClmJ0EGaw5heT7tpB4FcBtXmEWcddIuLlQATpoo2mJaIRCHOSLxSjDUaQmAkAZY71O9ON9zU9CCtI5oG0vqihzqfSRzZqGQBH9UsvY56dTVam2ocEcWIsm/E8VyNjMCqxmiVICZKEMaotGs2wrQIscsKUKgzgomuFobIcTjqBi04EnThT2RwfYV1IsIai5BlhZyupp23lelxJSS4DnguuKbdiQhjCELjTVISVsk4gpoHqS6XtYpLBSXfBPwc8BHmuRkDJJmMO3h9hsHrN0gRxzozOjqaGR5yvMngdHZ0cFKE/i6BdayFtt05Wjpa6ZgzczomosyUKlnV4amelqGgvX2X37fJ93t7u5Q3f0naJaeDT3AFeY3qkYacHhooiK9iErjfMt8xQkBux5TNjudp+YHnnWDMqU4fb5kunczalbOZM/7ZbFZrApdsmCV3awfdsUQ2DIUJJGVKYZkJmXSO789uLbVlN/kdbTvKMrfJbxeLL5s5CPzMZXiNZlP35jzHzbwu+oKqy1l/z5f/mTdWm7CV9BOkSnDOBExnXETW5rtjOcKSJvYDWqcqJm9oEspZB7I2j0fbiMoSWwcEIwk6iEimqjhToZnoUvFOrYCMY0JsloXOOWmDbAdhmQbQVkWjY5soElhVjV1ROOeqSD+GSJnUhGXGa/yeNj1I64imgbS+aK33ZBwuJPWgDuLCpNJahZRIY/+WBiwbWfUgidBBiA6jtB1ANGNwiUghSgFEGn3QIul1UGch7HWQlYRprbF0jB72ESWgGqKnKmg/uEB0DxGDH4JtGX0fNJT98wJ9UcT55pApK1hBPcf72jg8tkDS/m1/LAYKnwc+APwnwFvQsbYtqv39PdX+fkiNKxGFQ7I0udOtBKqtlCSdVcexI5Wuwo1UQmIJwqxDkLGpZiSVFpugNbcJKWs3vnkNtTo8jDGMDi3h2HVJMa9PAj84UBBvAD5KA3HEenjdUdbrnsj2vmoCoFslBGFJDldHnSzT2QlntL9XlFogsYx8lwBtKWQuRLZVEa1Vsm0ld2NfKbZzyW2X8TIGgQLwmTQhfTmo+713lmoSS2keQpiFEcIoVWs1I/GBUohYga2hogmkRHke2rcRUYhVjZFJDEKiYkFVOcROhsnAxgpjrIqFXS5DRcFEeL7AQyXnZ5EkhsQy20oBJIlpTSkCZDVGS42yTKWckAI54kM5rbQtVy+sWlwm5nhPL3vuabJ8NA2k9UXdz0OrheabpLaEEAiEWSFZs+R20pupEMIkREdxKkI4a8VVm2B0eraaRyqOTWVa2cKraBxP4J2zkX5CkpHYU7FpChkzEzLTaZl+LSmTJDGTVTVARhY60Qg/QseJ0QBS6VhWCa0aLteX7Xehi/lR4JfFQOF/Anngp1iCvIZ23A1JVx/VLqgC88khp1zO6/h7jCr2dy/jHOuaYl7/y0BB3IuRBPgQDaq45kJaeJkOtTXTEQABMLHQQ5f62UxijLrfL+Z1ZYnnaETdMcml5CYLkTazlgjPQ7iOyQFKvTs6SIUtw8jsU8sTyrimX6RnYeNAmACWaUckQbVnUFmbqMUGCTJOu+YJaSpgZ89ds6UY4gQdRgg/xEkUQkhT8q8USsWIKCa2QAYxMkwgVuhqWgBYazeyhLeh4dvT+D1t3pPXEc0PY31R98a5JHkyIWc8SDVXMjBjsJAokw6aVo+ZHKBUtbnWfLPWPsG1zXFCIKohMlZIKbDHQ0SiUSLtT6XT8FgUozC6J+YF6PNicVFs3O8qbQwZJ8bTpC6SoJl5HYt/6cvA0hJS50AX8yeBnxYDhd8Efhb4aaBvua9zmVSBPwf+RBfzz6z1YFaDNOz2xYGC+BtMyO3nadCqZI3ZB/wx8GfFvF5k0GvB1P/eL2rNUhPPTAVPXQdcB23b6IyLDNMijHQhpgXGywRmMSeEibRL0FKgBaY/oyXR7RIyEpEDpy1GK1BZ0EaoyvR8m+XpMeKO6XymFMQRIrAh0VhaIxToOEL6ASQKK4mM4ZIos5BLK3Bh+ach0fg9Xfa5p8nSaRpI64v6AoJz/Jrq7AxSIiwJjoNwbIRlQloiksZTkzZJJUo981LOrLxqosDCssGxIJdDeQ4q66DaXWKlsLXAqiY4pQA0yCA0P2vbNvmXbmLc4oHxVBHH50X2ogidJGa1Z9uzXOIXdURfBeZ4X5crZHEJupg/Bvy6GCgUgAeA9wLfu1LXWyAvAp8C/lQX8wt2gVxNFPM6AR4BHhkoiOuB9wD/kbU1Yn3gS8AfAd9cQtn+Yqk7/+hF+TvTVZU0xpHIZNAtGVRrBu3ZqDBGpkr6OgrP9yGUAlH1kVIjAock1ia8FkOckYR9NmGPw6bNU+zaPkpHxmdyJMuRM72M6hxyTOGWHWScaqfNvFVmMVbzgGtlFn7C84y3vLYoVMqsTtN5aKX012rM8Z6u2NzTZPE0DaT1Rd0fh7QWIUEihHFXC4GwbYRtg20hlAXaND2drTVUkwC46Ipm9ZfxwHOgvQXdnUVlLBIXRARyzIdEGNd1nCAsC2FbaCmQSqe5TIlZxcXxjEy/Tj1HCGbUbC++/oVJniuHaPy+rvgkpYv5APgL4C/EQGEj8IPA2zE9xBqW1y0TCvgmqUGgi/kDK3y9K4piXh8CfmWgIH4NuBd4G+azuWUVLj9E+rkA/3SZVWmLpe73Xi3lLmFZ5mFb6BYPnbGJcw6WaywDuxyANg2wNRqpFEQx0peQaBMCS4xBk+Qs4pwk3CxovbFKd2eZ2zrPcKKjh1GR48xgN07sYNvp3FfPEz07fUCkZfwzPQ7V+XnovET3SqY/zvWeNg2kdUTTQFpfjNR70vECQoJIIi17dg+veqSrn9ml/TNijbVy1bmSDms5R2nFmcp6JP1ZVIuD6hbIHOgRjRI2KkjQkUAok4CpPBft2YhqCChEaKPj6MKxKJMzYK5TfwyrFVVzMg0zJet+DiuFLubPYmQBHhIDhRxwH6blzN3p312XeYlzGGHH2uNbaW5UkzlIvUp708cHBgpiN/A9nP9sXsXlJdUmmNDZU5jP5TvAM8W8XkmF1Lmo+70vt8QqQ6IcXHv+gv/ZBRZ6JjFSp9tMJa35WwuzCzRuldN5AAAgAElEQVRaJ0BgdKCixIjJAiBIHIhyEG3QuO0BXX2TbOga51zUStQGcdZCOsIsBIUw3umZo8+PRWt9Xsk7russuzBEN6sqeLnxWxuaX6s69zSZm6aBtI7IF3WlMCCmuKjaSEpN2Tsx7fkbW23hzF/SVlsJpeEsUUuYTl3Jura9npGUNrQVto3yLKI+l7Dbxdqp8TYE2NkQpiXBiQy+srHCBHtEom2LpMVBORYicrDKHpYCQguRGBf3jAzBfN7rVeo95mYadmFo3E5yhdHFfAX4p/QBgBgo9ADXYcqwN2FKgTcCGcxvWGJWniHGA3EG8xoGgePAmVSjqcllUMzrw8Bh4HMAAwVhYT6XLZjPpPb51OQ6bIwRFAMlzn8utb8Hi3m9nmQTztR7crh7YsjTqqdLzBdtrN30talSs0zfNTlZRVQjhMphlXxTEBJFxssMM/mPQgio+CY8lyTg2ohMBqkBDwIpqXowLhykF1CRYGcT4nYLd8JB5DxE1XiiZprj1hZiuibIuQi/0ArOQ2Fbw3Ov2dzT5FKaBtL64wx1yrFl6+jByO+6TetWd87wU1rBoZVJxBZg8o4S08bDKMTS2INUqzyRkqTDQ2Uk0QaJtTFCdMRku3wiN4M/pUlaXURVghejsy7akyRZCyuw0Ang2KZKREqTNM7scNra36/dxh6kujeKtSL19jQ9PuuM1MN0MH1cDdS9OZe6VDWgegLN7rlti4s2JgoRmwoxoYEpHxlGZj4KI4RK54OazZLEoIwHSNgR2paoJCFpkwgJmZYI20uIpWDEz5FIgZYKGWuw0znGkgglZxW2aEwmePrvNar6uJigsQdpXc091zpNA2n9MQjcdPGTba2+mhoRoRBiAS79tKIjUuhEnk/CVmm1h04njXpJyrW+aUojqjFEGjENSUmSWBa+ZxNPWKgxCyKFKMcQJWgZgraMgyiIoRKlbRgwCrZgchJUmhwuOJ+8vUZ42fXnQWrSZA2pe3OO+r0pRblrUWeqtRLxA+M4tiQiCI33OozSCjaN9DzznGMbAyeKQEqTvxgnSCvGGguxPBeOe4y5rbRkYvb1BpyY6OHkdBexJ9GWMAr9JZPwbYo/tDmv0kAqMxKdD62tVq5jPYL2pgfpSqBpIK0/TtZ7sqcz7Jicp1liTQgSUv/MTDn9rONqBolIt8+4nZk5TmiNShJEmOBOxjCRwEmLYLyFKLTRxx2ccoI1kWBVIkQYYUcx2JbxrJcD42JPYuONyqaK1VKaUF82A3FkJs9aldsqY9kR2daGMjLrugHrFUgWI4LaVuevh6mBlJwvcU7vaKTKWlQwIarpOn+bSa3LR925J+nMbNCoRf9IdTr3CK1NXpCbVo1hJACE7YAUiLTa1oT+czMhOJEWe9iTIVIJyLqEfjsHWzuY2NnG8ak+IgF4AtXmodoTdAgiiEwfNscxizIhTCJ21UfL1DiLojUzjgCm+xtuas4964imgbT+eK7ek92dYfdhlDXvqmf2tkuqw2YVaQhpTCORNpBVaZw+3UFgtI0IEqyyJp4WqEQS6CxOSWNNJrjVGEIFYWLmoERjK4xSdxil1WoC5TqmhFZItOcYLRQhTF841ibY1to13mjT8XxRX5Ol7ovEAbZzPvdmdg7O7DypdlZ2ngmBMc7nXM3Ov6r9/+n079rHddc3dece1e72K6lfXlQz+5r22eyCkFola00fSQpUq4stXbAslCNNew9MdWxN4FFUE4RIcEYEZVqIQsFYq4evHBwnQkjTDkl7DtpNE7+znpE3cew0HzNdsCm15l8CDUw37rj27OqNpMl8NA2k9cfT9Z7saIs6JXZlocZRw72EBNtCWhbYNiKb5nwrExMXQWh0lAARa3QCYioysgFViY5t3CmNXUlLal0LgYeOTOK3iBNEokCYfCSVc0hyNkpKdMZGhgpZ8pF+jKUUhOF5YTZgtfIEWjsb2kB13/9rFAFsA/bUeexkfYjauRhDbCOmqqwRVeAQpuHu7MfLNPO7ahzGKHV3XPCsJWXUn+vn7MJ+nJfMUenKTCuNbs1Ca4ao0yXa5JF0CTSCJOdiT0icsRCrHOOdSRO3gxBZChDSQk8mJF0a2kB0xtzUPsx1LeMEvQ7hkMuBcCO+zCADG8cClXOI29xUqy3GGXeRkyUz54ThheH9FaxYu5hqNySZutfyMZpkTdYJTQNp/fFd6lgJuUyScbxqQHgZZxYYl3aqTyJacuDZZpWFSMtr5Yx2EbZttEjCCLsqsZQNQmP7qXcp7bWkhETYCTJKPUcI01zSc1A5l6jVRnVkzPX9GNsFuxRjTQVGMC4ILxzkKkxWc3iQnlrRC69fPOB2TAn7XcCdwM1Abi0HtYxkMa/v9jrbxoDnuVAK4QDXmMdJ54taFAaeBt5w8bbydjdkkPmr/BshhFHKzrqorEu8uYNos4XfGxF1e4hIYp8BLyPxxmO80bTKzTctSUSsECrGsm0Umkx3lS3d4+zKDdGTjTji9HHkbC/VIItTtrCrmqTTJc5IElfgVGysQCHCzPnxmBK68/+/Skw1bkf7rM4XVz/foElDmgbSOiNf1FOFAXGAOn2hNmwct8snti753ALTH0lbEtGSRWccdM4lbs9gl2O0lyCEaR6pPYnQAm1Jc2Ss0LbGikwoTtmCxDX9kaKsxBvVKKmQsYVMFNqSKM8iyVhE3RljiAmJsAQy1mhLmZwkox7JxblQK4ums/9co43XggfJAu7ANGmtGUS3YcJm1yLdwOvSR41pzGKlZjA9gfFAXe3UN5B253I8cXkn1q6Fci2iTg9ro43VB5turnIqcbESRaxt7BgSX6GdtLmsEKYZnKvx+iOEp8h0RmzsGaMvN80tnedQlsNItRW5MUZNSDSapNUj8SyiNgukyaDSrgNWcN4YWs0pZxajuxtuuhbmniuKpoG0PvkWdQykjZtHncMnlnhGIRBCoqUFbTl0S464K0vc7RHlLFBgRRpnxDE6SKFpPqs9B2LQGRtsUy0S5iSJbaFtRdghEVrjb7SwAsgeqxpV7USjLEHc6ZHkLJQnkQlYSs4SqkzLfC3rfLlvOtaVpK1nFMer64qLMWJ9VxsWxiP0/cDrgfupIyXR5ALagNemjxqngUeBrwFf5+o0mL4F/MrFT1Z3ZNuUhbbUEnxItfZHCuJum2CjRWYL3LbnHDduHsH3zjAUtPANawsiMoUjqsVD2tK0k2xPsG4BeV2VnbeUua5vkr6uEne2D9Fmh1SthEF8NgSTaAR6yCIaz6A8CyxhPEhlZea12qJMiJm0gtW0krSAkRsabv7Wqg2kyYJoGkjrk0eAd1/8ZG//uHsY09160QgT9hIZFxybJOsS92SJWyyCDomlBNrXyMQYUkRpv7SaZpJtmbZGjkRlBHEGgk4LlYHY0bhVC3dK43WARECoSLIS5VrELuCY5HIRKaMukIrBCc7bSquBRtO9uaHUyDeukgRtgfEKvR5jFH0vTYNoOdgC/Gj6AFNx9CjGWPpn4OjaDGtZ+SdMLkxm9pPKk2J8h6I3fYXatLpe2BlrumptLkmLJM4IWndU6e30ualzBOVJXqwoHDdG5GxETqDdtK9jlOBsi5E9mtZXVtm6c5KNTonXdZ2m041QWjEZ5sjlEjKdPtlOn6jqEbgSbQu0FFixMpH7mkiuTDXZZolIrhYTWzVRS51mCFrHCPH3qzeSJguhaSCtT+pOUo6TkO0/7o+c65cZMraFtaA2kjMJTUKYiUJK4+VRpLJIAiVAakncYqo+EldgC4VwNTITo6c1SasgQqMsSdghiB1B4mkSVyAVWI4gztpYoUZaGhGDjDV2RaEihV1WyKkIUQ4R4xWT5xRHaYL2aiVMaro3n2608UsrdNHVIIfp4/Y2TF+3jWs7nGuCrcCPpQ8wCbaPYL5Hj8Oi6r7WBTpfrIjCwD8Bb71426mbgzB3NNY2ju3iLXyVppSpWg0SU02moVq28SsWQ5UWMiLkzFQrsZYmd1HYyC6FXQasDF25Kdo3+ezaOsbmthK3ZsfY5FWRQqdrN4UvLHxPEEtNXE3zKX2NFQIinXemfVMd54ezxHJXN8Z27kaFUbS4hG/ofPFqWJxdVTQNpHVIvqjLhQFRd5Lqv2H/5NGzjufS32qJhRlIgMn3kdJ4hwCRKOxAI7XJF5KxQEsNQhK3QpCzkJ0apysmI0JUiyDSFv6kR9yeQCxILBNG0wFG9dYD7UgjUpkIZAzOtEIGpvTfrsboMMYeLaPDONU7iS+do1YwxNbeM0ZLW8P+n4+s2IVXhs2Y78jbgTdykUHdZNW5JX38KjAMfBnznfoHYDWbzl4uX6LO3DP6CleMfHVwuDvq6XPFIgwkMCX+YYwzrpAiRhz32D/Zx6jymPIcJso5VMUh9j3iNoHeoLBiG3s0wen02d02xS3uOK9sG8UTaqadoxBgC0gSm1jbTAVZLGwsBda4aZKtdYQzESD9EFGqGCXvi42jVSgMURLOvbLB2ybElbw4u2ppGkjrl7+lziS1eUNlA7nR7+jKhlcv9ES1n70RZ5NmXkiUCXcBznSCtiUIQdQCiWuaQzobNaolIdNTZUq4qAji1phYSiMbp4FYIMvWhU1xTftJrNg8JysJMlKIKEJMlcGPEZERg6v1h1utDgAbrztc93mleLHwl/rI6ozistgC/AgwgGmYuj56JzS5mD7gJ9NHgAnBPQz8NevfWPr/qFNJqz3LOXu3O9H67bBDaz13y6OLMCKQEivQiIoiHrMZxebcWYdSq4eMQE/bCARKCGSbCfnTAn29Ie1eyCs7RtnkVKn5YDQClSRMRh5hIpgYzxJWLZwYMqUIEQNxjFUJIIjQlbQPXD0F/1WoYhu+CaLWBteJk6aBtA5pGkjrly8An+CibuFSIm7cPb5r6AVdvXjbnGhtGtdWg7QHkkYmCqkTRMZBuTZSg+hxSGwbOj06HZ+buke4YdM5EiHosUIOTHdyxm/lWKWdc8Nt2ONgjyQ4E5rsuQhnSiP9GFmNkUkCYWJWj4mCio+IE6OmHZmJSmu9ard4x/Pp21o/vCYln16dUSyJduAB4McxOUUL9xw2WQ94wFvSRxmz+Pkc8FVMM9t1hc4XB0Vh4CuYUO0FVO7s3SK/XQoXpUJdE7etBsgpCxEmsN/C7pYkEx5uv0bEkrDFLNK0gKhFptWwNsOVDJscwZnYwU5CHKHoshRhoghQ6GrA2HEXDrlYJ8A5GCEnY4QfQhCZsFoQmrknjk1ofw042XhJ+zX9P754NeSvXXU0DaR1Sr6oJwsD4nPAey7edv3Oic6hfYnQahG9hNI+bDpREJgYvKwpWQcRlhAI2ybJgl0BEdi0uxEbbJ/bs6NsbymjEfRZVY5VOwkTm+GoHacK3qgmdypGBgp7MkBWItNeIIwQUYxSiZmolELFCcRxmpy9uvH//l1HkVbdtJAq8KerOpj5cYA3Y4yit7EC4bNKpUIud7XIHK0MYRgihMBxlk0BoYXzid5DwOcxxtJ6q578Y+oYSHFfpnNqW2Wqc4ENMczspGs9jBB+iAhjyFpkKy5WJHDKFnGbIHY12sYUcEiNtgXKVghXMex7nA5dRBLTa8V06JgQqGjNuYqFVU7IDir8/SDLClGqQCU0Hu0wNH3hlDLGUspq9WLTaEobYGJnw3XNH6/4IJosieZKdH3zJ/WezGYSd+N1h9BonRAnegGJhlrrmR5EOoyh6oMfQMVHTpSRlRBR9pGVGOEniGpMh/TpFhVuaxliZ2aK3dkxrs9N0ONUyFkBVqCwKors2Qh7OsGZCJHjFUQ1hFIFUfGh6iOmK+CHRvQtCMxkVXNzr5aR5FTZsudAo61/kS/qhsqRq8yNwMcxbTL+FngnK2AcRVFEf38/Dz/88HKf+qrive99L+94xztW6vQbgF/AaCztB/4z0LNSF1sk/0CDqrxTb8y6iU5ISGI9Xx56rd9jOv8QReBHyAkfazzAPRPiTinsqcQUccTaqO1HGhKNiBIiAYGGshT4ShIoCJSkqiRnQ49SycKflMSHJXJSIcci9HQVghBdrZqejzP5jufnnNXqxZaQcPj1DTfXfudN1iFNA2kdky/q54DH6m27/tbDasQ5enCKcVhAtYwgTUpMEkRs8n+076P9qvlbKqOny9hnJ3EHy7ScTggPWzAcMhVrqgREJGzOlHHsmNZcQK6tSpsq4fgB1kQJMT4F5TJ6cgo9XTaTU6VqGlQmcdobbhWNollsvfFlHLdhX9O1XsE5wIOYcvH9wPtY4Rulbdu0trbyla98ZSUvc0WjtebLX/4yXV2La2S/RG4EPobRWvocRpphzdD5YgJ8st62ys5sZv9NQy+OM6wSkoVp+4vUSEoU6AQqPlSqWFMV7DPTZE+UaTkZ0HHAp3O/T/ZMROvJEK8M0YSNpyLiWCCJsYUCLTha6eGpqR08Nb2FZ0/2oidD5PA0YmzaLMSCwPR7XM2FWB0mtwpGbmp4q/2UzhebDZfXKU0Daf3zO/We9FzlXX/L4UxVVw6hF/Y5Gi+SNnogcWyk/BMT8tJhhA5DdBxjT8e4YxEbKmXisqCqI6ooQjQTiYfrKFqdkNYowJExshwgp31EEJmJLwzQkfEY6dRbpJU6n8i9yriZKtuur59/rTVfyxf1M6s8pBqbgAJwAvg/XKjkvKIIIbj//vt57LG69ncT4MiRI5w7d477779/NS/rYWQDvolR8v5pTJuUteB/YXqzXcLQGzu3Teupp7XWC0/TqHlslDKGUpSAH2BVQuxSSGYkJjuckBlPaDkX45Y0VjWhNVNFJIKMFeJJsxacSjzG4xaGgg6eO7WFcT9DNB5iTZbNPBSZuW1m3lkjNHDkTQ2mZ60rNDBCm6wPmgbS+qemqXIJt+6e2phpKaVqIPMz40Wa3WU7NZhIYuPpqYYIP8aZTpicchivODw9tIkTlVZemOrjWKmN8ZLH0FALoqxgLEFM+MbAqgbGyIritBu3vvSxBuy47QUsu76TTQh+bZWHA6ap6l8Ax4HfYI00i+677z6OHj3K4ODgWlx+3bN3717AvE9rxB3ApzGClB9llb8nOl8cA36r3rakL9c2fm9blyJJFptLqOF8mL3qI0pV5FQVZ3AKa7yCda6EPVxFTvnISR9/yqI6bXHs1AbOTrVwaLyHl8Z7OTnezkvH+5me8PCHLJKx8Hz/tiQVhVxjhm+CyR0NbrNC/J7OF8+u7oiaLIZmkvY6J1/UujAgfg0TfrkAy8K9566TOw588ybFguS1RZ1/zUJrZKzQscYKEyZHs4yf3s7Q6QxPlPcgHM2O1hIvHt1IMOyijmQQx31jXPlB/fLZNaZr4yD9O4832vxX+aJezeTY1wEfAP7dKl6zITXPyN69e3nggQfWeDTrj71799Le3s6tt9661kPpxmgrvQ/4LMarvFqSFL8P/CJ1jLOJ1/fv8V8MfK8kFp/BrtRM4rQoVdBSmEayE2l+kOcarSMvQ/U4HA96mGrLcGhkO0kLbNswxYtHNxCNutjHXOTpBNAXzEGrlWPUiDAL+y9Jc59hFBNSbbKOaXqQrgDyRf0o8Hf1tm3sL3kbdxybMY4WkrB9MTMq24C2BEIrtEiY1h7j1RwvTW/mXyc2caDUy+NnN3NuopXRczn0MQtdkujp2ITp1sGKbTbS8bn+rob9HxXwwVUYhsBUoT2GMXLXhXEE8KpXvQrP82Y8JU0u5LHHHuM1r3kNlrWE1j4rgwf8HHAA+HPg9pW+oM4Xy5gw8CWojCUP/6Cbq804i5p7hDBGUi28H0To6TJUqqaApFxFVCNExadakZQmPY6e6ufl4Y0cGe/lsdNbODfRzsS5LPZxjSwJKEVpT8e1X6RpNC+/GcJGukfwYZ0v1g1fNlk/NA2kK4dfxTRTvYRddzyngtzpSoVytOD+SPWwJCojCfotSrdYtGzz2X37CPf2nWNHyyR9mQqjgYs/ookPx8iRKvLsNJQD4y5PTAntapfvN+K6Vz6Hl/Ubbf5/80W9fwUvb2FKuZ/DhEnXLE7TCNd1efWrX93MQ6rD5OQkL7zwwlqG1+Zi9nfrEVb+u/UQsK/ehrGbbA7dMT09xcRF/YIaM9uzo8EYNUqZKrNEnX9ohRQCphR6JCZ+ISF5LiD5RpXKExF8Zxr5nSnkcBk5OAnV0ORU1hZqazgPDd0E525vOBcfZu0LQ5osgKaBdIWQL+rngd+st81xlLzz/mdkIstLV0CTEmHZ4NkkfTZhn0S8Kmbbzmnu3XCGN28+znUt0ySxhaoqrMjHGSpjlUJEbYJbJ4YRQP+uI2zcebLuNq05gTE4VwKBUbl+iVVa5V8O999/P8888wzVanWth7KuePzxx9Far3aC9mIRGLX9x4B/xDQoXnbSKqufooGo5Ym3tLaM94eV2sJoMZ6kGRMizVHUAJaFsG2E65o2SEjc6RhvuErrvmly+wJang3IPV3COT2NMziONe0bAdx1QLkHXvyhBsaReZN+SueLDVduTdYPTQPpyuLDwLP1NnR1BJnb7/lXpXSCQim12D6Z0jQ2Ep0WuhWy20J6NlbY0FPi7g1n6c+U6fPKZPwIK0qwSxGyEiCCtKfaGuiL1EOjaesdYvervjvHPrwrX9TTK3D5NwFPYsT/bliB8y879913H1EU8fTTDUOR1yR79+5FSsm999671kNZKLO/e9cv98l1vvgk8Nt1tzlSHvmxbs/PxShUWgKyBGMlbaYNgGOhpUS7DiLWiEDhjvg4QyH22QDnZR9rOMA6WzFNaP0QPbswpHa+VSbIKJ79EUgyDa6t9B/qfPGbqzuqJkulaSBdQeSLOsL0dqrrKdq6daKl57a9p8cYimPihemT1JASMh6tCO7YNMlbdp7i9RtO8qa+k/Rlq9yUG+P1nad5+44jvLHzFFvcAGk7YJkO3OuFTK7Czd/zbaRsOEF/svAF/c/LfNm7MCv4FVvFrxS1EFIzzHYhe/fu5RWveAVtbW1rPZTFMNt7+Scsf9VbAXix3oakzfGe+nE1NSLPTlYpxQsP9c/aT2uQFmQ8yHiorhaS7hxxZxbVnkFYFiQgwhgxHUA5lRaJjcbaWs9CSsDzD0C1Z47QmiXXomq2yRJpGkhXGKl45H9ttP2Wm85t2XzdkZNKx9aCc4GEQNgOSElrH2zJBtzsjvHmDSfYlKlgoelxQnZnp7jHHeamjin6O4I0LGetibZRPRzP55bv/Rau11B37WXgvyzjJW/ArNifxKzgrzh6e3vZs2dPM1F7FnEc8/jjj6/X/KOFYGOSuQ8DHwI6luOkOl8MgJ/ANN+9hHBztuPgQFsUEMzEa3X634IQAuHYICU6m0FnXOKMg2pxUBkHLMss5BCmI4BSJudojYUga69w/1th4voGCf1aR8BP6Hyxsppja3J5NA2kK5PfxggLXoIQ8OpXnbmubfvLpZgwCQmieSeo1CkupCTnaDrdgBu7J+i2fbqcgIylaLNDOuyQ7d40LTJExBothJka9DqoXnNL3Pp9j+qW9vqRM62ZBN6+TKG1NkyJ7j7Min2tF6+Xxf3338/evXvXTXL9WvPCCy9QKpXWe/7RQsgBvw4cwghOXvb3VOeLzwDvbrS9emN738sPZBKfahIShIr5EoMu3KyVPt+/DWWMDwFohU50qp8UmYKQdVI1GxHz4luUPnPnHG+vEO/V+eK3V29UTZaDpg7SEhkQBQfjwt4EbAZ6MS0jbMyvO8Z07j4LnMH03Bkv6vxl34VSbaR3A3uAOy/eLgTinnsOtz/pVI+cObxre7fYkAjmqVWWRkayUnIQQpDENpac2TRDe1uIJQW5jAbbAiGNWzxZu6bkjudz62sfo7VjutEMpYTgwXxRN2zGtgh+FKNDs3kZzrUuuO+++/jsZz/LwYMH2bNnz1oPZ82phRuvYA/SxfRiBCd/Gvi/gctKONP54p+LwsDtNCh0KN/W3vW0M3Vu9+cn27pVL5bIuI3PJkg72aatSGJ0IBAVHxknuJFCS4FVDhBRZBptx8nMIWuNBg6+1WbwrjnzDH5f54sPLdc1C0JYmD5+m9JHP0YCYva9xwfOYe47Z4CRvF4PK9kri6aBNA8DoiCALZjcktrjVZgv5mIJBkThIPAUZpJ6GniuqPOLdrvmi7pSGBA/jAnv9F+8XQjEq191ZveL2fjMyAt9m2qTiUZzSX6AlDOJ1R1dEVoIglii9Xm5EpkaS1NTnnlSKkSioOZFWgM0mpb2KW6+by/Z1vJcu/5Kvqj/4TIvdyvwh8D3X+Z51h01T8ljjz3WNJAw+UebN29mx44daz2U5eZe4DvApzAaYGOXca4PArcBdaUQqze29x/8SWv0lX+edLhpNmTduQe4QMBWk5b8J0gEQkhjOMUJBL5ZiGm95saRRpM4gn3vgOGb5wzE/BOmCfGSKAjRw/n7zt2YBfF2Fh/9iQtCHMPcc2r3n2fyWje1mOZANN3ql5J6h16LEfh7O7BrBS8XA9/AaOU8UtT5RSnkFgbEncC/MEeewalTXeUXn7xDkGTcHC31jeKMh8xkyO3OcOO9k2y6p8Qb7j6NLWFLyxRTgcvpajvHTrVy/Ml2XvhWO+f+1TUNaadLixnystG+6QS33PM0tjOn9+p/Au/PF5f8RW8D/h+MmvBVuaBQStHb28sDDzzApz/96bUezpqza9cu7r77br7whS+s9VBWkhGMqvtDLDGLUBQG2oCvAq9ptI89Hga3/Hk1aBklm6XVkjNLrQZIiZASHMfkI9kmJ4laC6M09wilTFrAGlXMVjo1z/4HTaV/Tsf8d4E36HxxYqHnLQghMYZQ7d7zissa6Pw8ibn3fAl4Pt80CC6gaSClpJ6iNyiSnxXIfycQy5LYuFhiwiMB5a/4lD7+KH96LtbRnK4RgMKAeA1mompYcjM+6flPfeuVOlvdXr/xpesibIvcrgzcaOO+0uLmu6fY0zHOD2w5zNHpTl6Y2MC3D/Vz4oks3qEK1adSFVzfX9ck0JwAACAASURBVOUkSc3Wm/az49Z981XyfhL4+cswjv49xmu0FG/hFcVb3/pWjhw5wosv1i1SumY4c+YMW7Zs4eMf/zjve9/71no4q8ETmNDbC0s5WBQGOoF/pk6of2afIEl2fHHc33WgM2sJq6GBpEklQoSglhEgZFolmxjxElHLO1pDA2lsJzz/Tohyc177BeD7db44upBzFoS4M4H3SPghUScisBrEMDiN+BeB/q0/xDke6XBqLcaxnrjmDaQBUegE/iPwXuDGNR7ODBqtEsKv2Hi/B3x9vtyl1Ej6e+bwJEWRVEeee6U8d2ynikmEg5MG/oUQtoOQkmRnG9UdOfw9Ge74vmlu7xrmB3oOcyTu4rnRDfzVt6+DYxEt+yfw9pVN0mS4OEWBxTIrhKft1nFxy93P0dE777zzR8Av5otLirv3pMc/uIRjr0g+/OEP88EPfpDR0VG6u7vXejhrxl/+5V/yzne+kyeeeIJ77rlnrYezWoSYEv7fooEY5FyIwkAXZu6Z8w3b+FTMnq8KbUVaC4QUJqBmOh3Vi5nNGD/pNLVGoXyFQiB06MTi6BttTt07b3TrWeDf6HxxZK6dCkJkgHcCP88cXri1IIRvu/C7wJfypgLvmuSaNZAGRKEXE0d/D1Dfq7J+eBHIA1+cy1BKw21fZh79k7NDLcHjT28+EZe7E4/MDe10a0vaNkKgci7hpix+f46u6+B6xrnzulHOVbO8fKKDF8udeEfKuMM+zqhv3N3Jyuf++ZSTjTe8LG6+7aiwLD3fsvGjwK8v0XP07zEaMhuWcOwVy9e//nVe//rX8+Uvf5m3vOUtaz2cNeP9738/n/zkJ5mcnMR158gtvjp5CqOzVretyFyIwkA78DfA6+faz5qK4r5HBsc6D4VjWVp3tdIhPTJ1mt2mtpOY9b9rRETA2R1+fOSHWmTU5cxnHT0GvE3ni+ONdigIkcOE7H8Zsxhbz5zW8BEBn85rvbIr4XXINWcgDYhCK/B+jf4VgbgsFThFjCJCEaOJMWWpBoFAYCGxEdhIHMRlqiokxM+NcvK3vsnnPp/ouK5VUhgQWzET1ZyChXFC9NLh9rOHXtxV7Y523SCFLYQQqJwNrk3c6tDVJbAtQV9/xPBQBqEThqcl1niADiOsUrqwWMbvUM1bJBAzSZ0dG86y/bZ/paN7Xo9vAPxMvqj/bAmX7sGE0/7DEo694qlUKrS3t/Orv/qrfOhDH1rr4awZ9957L5lMhkcffXSth7JWBBhv0m+zSG+SKAw4wCcwHpE5cQ9NDPV/dWx461DvnhbR5sCFv/0ZLq5WW6XqtdpY/E7Bwe9PGHqFtRBl7s8AP5/qRV1CQQgHeBdmsXtZYfsIh5AMIRkiMiQ41AQSBBqLCBcflyouPnZ9beEFk8DJYcTvfBk+fUKra6ZNyjVjIKU5Ru/GCKct2jsQ45NQJaFKTJUEPy25WCAaBDY2WSyyWGSwySGXkPer0V8ViF8o6nzdsvXCgMhiki9/ZL5zhZEMDu7bJYcO30iiiYS0Mrb0FJYl3dac1NhIB0Cig5gkDCFKIApXZFWXkKBRWqOSbNeI3HP7Abo3jM5rWWrNoBC8I1/UTyzhsu/AeI3WJPa/Xnj1q19Na2srX/va19Z6KGtCpVKho6ODX/7lX+YjH/nIWg9nrXkS401adFKaKAy8B7PYmHtyU1p3Pleu3vgvtueWVDUhybpkBGhlYduX1Xh7CWg0igSNjqZaqtbZ17YweJcltTXPOLRWCPF+4A90vlh3ViwI8WZMwciiWxBVaWGabkp0UaKLMp0koo7TbQ5sHdLCOK2M08Y4bYzhsfj+ixqeFfCf8lpfE9L714SB9ID4bzsk1kMC8caFHqNRxJQJmSJiGi0uzwJvcBEscri04dCGRWYxR/sh1f9+lKc/dohvxwG+iGd5lQoDQgC/gmlwO++vyQ+s8MDR9smDh3tO4Pftbhc9uZzd7iIwCZO1ZrSJmqkiWQmUiGndfCTact0xq79/aqEut8eAB/NFfXqRl2vBTOQ/ucjjrkre97738alPfYrJyUkcZ3ET8NXAN77xDV73utfxyCOP8Na3vnWth7MeCDBzyB8s9kBRGHgt8DAL0QuLlcq9NFlufWZsX89R+nK0be8Uvc5qG0gAIxv9+PirlZx4RRZtz1NxZziHUcj+x3obC0J0KviENHmuC0IDU/QyxibG2Ez18gIdDS6iyTFJD4N0c4Y2GkYE641Px/BHL2P91y/oeNIRrh3pcAVukGvPVW0gpV6jn9Hojy00nBZTJWCMgAnEYjxEy4DUHh7deHQimFvXsYZP+cBRnv4vL/LotxIdX5K5XBgQrwD+N0a7aV6URp8dyg2dOnh9ZzRyvaeVjRY6dZYJdNrzqK47vAGz91UoZBpqrIXQEhJaWsv0bTtF/64jZHIL9uD6GKXg388X9WKTS2/HtAm5eZHHXbUUi0UefPBBnnzySe6+++7LOpdSirGxMYaGhhgeHmZ0dJTx8XEmJiaYnp6mVCpRqVTwfZ8wDInjmFKpxOHDh7ntttuwbRvHcXBdl2w2Sy6Xo7W1lfb2djo7O+nu7qanp4e+vj42btxIa2vrZVc0ffSjH+UDH/gAIyMj9PSs99SQVeWvMaGhBZerw0yF28dZxALEHq5O9T5ZDW54obPPqwoUCcIoItWdOy7+dz1mzzOyzrnCjGbkRsGpuzRT2xaVBvEXwC82qlQrCPEWDZ8SRkdvXnyynOU6zrKTWKxuWqynK/RzhI0cxa3fSeYSfMTwS1gf+DLi7yMdLnZxekVw1RpIA6LQDvwZRktiXkIm8RklobLmImRoiUcnHj1YePPurlBxhP+zf6t/67P1thcGhAP8GvDfWIA3qUYcSYaHusLTg53R2NkNUdW3dYKSDo6KiUWGrGNhOS4Zy8ZuaNFpNCG+ighjn0pk4wbIUHZ0T7qbN0/I/k0jbmubv9gErb3ATy1RHftnMbkS6z05f1U5deoU27Zt4xOf+AS/9Eu/NOe+WmvOnDnDgQMHOHToEEeOHOH48eMcP36cU6dOMTg4SBQ1Ln7J5XJks1my2Syu62LbNtPT0wwODrJ7926klMRxTBAEVKtVKpUKQdB44s7lcmzZsoVt27axY8cOdu7cyXXXXccNN9zAnj176Orqmvf1v+1tb+PQoUO89NJL8+57DXIMk5+36BC2KAy8BaPkvXD1eaVpOR3HbQeqcdeBKMgMx0msY+HiaUUsBNLOkHUtbMsjM2coLyQgJoqqVGKJ8BWacp+2yje02RN7HLe8zbEX2XD7HPBzOl/8m3obC0LYmFZEc/+IUibo4ww3MMamheQ5rShCK3o4zRYOLMirpIEqfCQHH7waNZSuSgNpQBR2a/SXBOKW+fYNmKTCWRDrsJJRg0sXWTYgF2DXKJLfeZT//aFRTk0pfWkPpMKAuA1T4VVX/XY+qr4MJqad8dFJd2J0wp0ulzJSlXqvy/lbWl1ydStRLDvGyVbQmbHEahsOu/rGJrq7/ExbLu6Uckmm6CAmifR/LcFr1IZREb4mE7EXwo4dO3jNa17D5z//+ZnnxsbGePbZZ3n22Wd5/vnn2bdvHy+99BKl0nmBUNu22b59O9u3b2fbtm1s2bKFjRs30t/fT19fHz09PXR1ddHZ2UlbWxuyTvTiM5/5DO9+97s5fvw427dvv2R7FEVMTU0xMTHB2NgYo6OjDA0Nce7cOQYHBzl16hQnT57kxIkTnDlz5oJjN2zYwC233MJtt93G7bffzh133MHtt99ONmtsZK01vb29/PAP/zAPPbRsXSGuNiJM5e/HWGQGYupN+iDwC7CAVd/Fx4dJYo0FY/Zwdcw7WY7t8XC6fcze2jPZvqEz6apbbphYELZBqTXQY52VcGI7k9VtGZIur0d787Reqk8E/DHwP+bwGnVjPNPzNq+epoMj3Mq0WKWuRXUS3C94avb/aE0PZ9jBC+SYv31lAn/1Haz3/CN6PNFr2HdqmbnqDKQBUXgj8AVgziVjTJUKgySiMq+LdvlZRClGGtry6CHLhnkr4QIq35pi6Ie+pj/bsI1AYUC8FmMofc9CRzznEDVEgYdKrJn2JEIobDfCspfttzKJGfPv54t6KR2x78JMXLuXa0BXIz/6oz/Kww8/zMc+9jGeeOIJnnzySY4dOzazvb+/n9tuu41bbrmFm266iT179nD99dezbds2rCXdc84zn4G0GHzf5+jRoxw8eJADBw6wf/9+9u3bx759+5ieNhO+ZVnceuut3HPPPXR0dPC7v/u7PPTQQ7zrXe+6rGtfA3wFk1Mzp85PPURhYBtGmf4nWaZm6bavsQIQaVqklpC4EGeXbU7XwOeA39D54rFGOxWEuAWjSD3nHOOT4yi3M8pWtFhYmsKyMN9tp952rdjAMXayb97Qmw8Hz8HbPqP1y5c50nXDVWUgDYjCj2PybeYI9yh8hvEZXptQWs2CgBmJNPPv9K/S56vj9IX7S+2SYwsOLXNfAv2CQLypqPPnGu2TJnG/HdMn6PuW+nJWgWGM1+f38kW91N5R78as/K45YZvF8slPfpL3vve9gPEm3XPPPdx1113ceeed3HHHHfT19a3YtZfTQGqE1pqjR4/y7LPP8swzz/DUU0/x5JNPMjZmvlovv/xysx/dwjiFqf58aikHi8LAzZhWJw+yfn+XEfBF4CM6X/zXuXYsCPG9GA269rn2G+Q6jnH7oqvQloXZ9x6orWRncve0Usw4Bi8yC2wdsJvv0sepuS8BQwLelNf6+WUc+Zpx1RhIA6Lw05gbaUOzJ6ZCmVMosU70rkS6gBIiFYvViJnIWIPPRZN6k/rn9CYp1MHDfOfB7+q/++58wygMiNsxSuI/AbQu6jWsHI9hjJov5ot6YVmDl2JhkkR/YdlGdZUThiHf/OY3ufXWW9m4cU690WVnNQykemitOXjwIKOjo3zP9yyLU/VaoYpZfDy81BOIwkAf8FOY+Wfn8gzrsjmJaVP0kM4XGy4yaxSEeAPwCJBrtI9PloPczaRYOyWRC1qzCGl0OFMjSacVyumeDc/Ro0+xm+/O6U3SMH4Q8SP/B/GPiV4FFeEV5KowkAZE4V0Y3Z+GBIxRYXBx2kUrSa3nkJDU2hNppUEl54UX5/hsLJ2hhe1Ycyy+FMlRiXVfUefPLmRIhQHRDvxfGM/Sv2X1k5ifx7iov5Av6ucu81xdQJEF5AI0WR+slYHU5LL5KCa/aMk3Q1EYsIB/g/FKvY3V7384hDFy/hr4B50vLqhsvSDE64C/Y465cpx+9nMviVhbR9mMgTTrviMsI4CplYI4AW163F1y76l5mrTG0VVu1o/NmcStYErCa/P6sufxNeWKN5AGROFBjX5YNEj/12jKnCZkfM06P1+MxnQiMl/SWQqtWqPjGKM0AczTRkxoixa2zxly0+gXBeL7/orfnIh1tOAJLBWbfCPGWLofuIllyhmYxQhGkO7vgEfyRX1smc57M8bQun6ZztdkFWgaSFc0jwA/BgvI6J0HURiQmOa3b8cscO5g+RdrPvAcptHul4Andb64KAOvIMS96fENJ+CT7OYYr0CIy8vPWw5qBpJpACwRtg1SmvuP1ugwOm8gXdAMWICcFYrTIJOQ3TxNPycaXw+GBXzfb+IeinRwRSZuX9EG0oAo3As8SoOqCEVCmRNEorTKSdiNmWlFIqVxc0qJkDL9jmp0nHqQtJrlSaJBqQGgBTk24dG4wWhE8PjXeOiBCX3uTMOd5qEwIFoxE9Vd6d+tmLLdTcydEB9iKs/OpH/3A09jchdOLrFf2lz8IEafZM5cgCbrj6aBdMXzIsaoObycJxWFARuzQLsrfVyHmXc2YdTvGy3cNKYkfzB9HMXMPU8DLy7US1SPghBbMXNY3ZiZRnCQOzkndi7q3rOSnVRmDB7LQti2uQfZlrkPJQk6ioxhdLEQsJDGQJIyvTdpdGLuT1t4mV00TjeK4fiXsd72jI6vyJykK9ZAGhCFLRjvQ11XrCKmxDESsU7bxsx2dQrjUTKuTVLjKBVYnPl8dOPQsIYsG8nQ2/ByMeEn/0p/6L3L/TJgxtvUjdFYsjE9nGKgDIyvgBHUiP+M6SG13J6uJqtA00C6KhgDHgC+vhoXS0Nz/z97Zx4mZ1Wm/d8571Zb752tOyvZCKsBwuZECWCiwAeEgZBPHATHQUZBRwOyOhhF0AGCoH464oYiS1hdgIELxIUBQogiEAhLAtnodHd6r67lXc75/jhV3R1SHTpJd6eDua+rr3TqrTrnVPVb77nf57mf+6nF3CTbmO9+gHEB37o7JKg/FJrN/pl++l0qBGs4mlYxIH/IHvSQo0JUR1iF6E7REDMMzW9al06Dvd/4WhdIkY10HITrgOOYOZSCfB4VhIb8hMb2piclVyRUxbnDsOf3MWot0/hrv8QugD87cMI1Wu91bts73whsBGCRWBrX6AcFol9y1M5bIII9Fzl6b8XAdsd7fzEkVfYeKIi2iyX+hjD1puG2e0sCsnoLoIlRusrIxr3wn8XXXnyYG3/h4wdqEMVz1yzXWWBPOqkK4CbgywN58muvvcbMmTNLevHswz7sw/bIZDI0NjYyZcqU93tqNfA/mHTb/UO9Ln3N8ggTJRoWLDV5pp+yA3L0CnN0h6gbkKCjr3DaFDULtBBIy0JYFtqWoEBobTSqulDlXIzwvA9J2kaYDSZ6JCU4NtgOWNK0kooUKgwhUgitUYAoCLl7XiOEyXhoTV+ro0axH1pLZvRT0OjARwJYFhOJJQG+joyOZK/A3rpDfE8g5pQ6oIlI886eJUc7CpTq3khQ711A4QEpwXXBddHlSXRlChV30cmECYXasocnbTMVZrosjeQo6V9mhkf+YBbH/V+J3GmjthEMB+NRMiBy9O6773LAAQdw1VVXDe2q9mEfPiDwfZ+PfexjnHTSSQN9iYcpkLhw6Fa1x/Af9GM0q4HXOZIOMUHs9N4jBNqRRHGHsCpBMCFJMDlOMDtONNHDn5YgGF9OVB4jqi6DRAz6RoCE2D7B8N4HpCCKSfzqGGqKS3xiQP3hXdQdnKZ8eg41wyMocwkqXHoaI8jCv30Lh/qSs8LjjUzirR10s3Lg4jPwvzbQll8jBXtdBGmRWHoSprS0JLrZRCRyez5yJOjjd9RnLaoQAdK6N1xaWKt0bUOOUjGIuygJQgtEJo/ozCBUhEpnesXb7+VhArK6AQsXh+3PQ4G0JnHotRL73sF/43sEKcxd6vyBvqCuro7Pfe5zfPvb3+awww7jrLPOGrrV7cM+fADwpS99iWeeeYbly5fvzMsk8EOMBOKaIVnYMGOpEDOB6/o7/g4H0SIm7PzOI4Qp1rEsdE2KqDKOGuuhJ1vIVBYsgcp76NUaK7CwsxFWYzdCa+jOoXN5s6/4feQk+j2bgzRSDlWeIBibJKiLU39AK1Nq26l1u9kSVfL8yxNpKS/Hac9jZxUy0r0ptYKQu0eDVNi/ehIdwBYxlYTuoo63Sr7NqURLFiF+ATvRGXcPY6+KIC0SSysxXkcl0U0DvugcnMneL73b3/Gi0r/n9BHbM/z3vlZhvhzSQifi6EQcFY+hqlPoZAydjBviJAuCOi12MD90s5GoH58Kl3j9WKbe9D7vbm/AKOAP7AQ5KuKWW27hmGOO4fzzz+eVV14Z/JXtwz58QPCTn/yEH/3oR1x22WW7ejPxnxhPob1qr3kvlpoytJ8DsVLHGxnPJgZoMPretJg0aTXKPUh66JRLNC1FVOdizZIE0+KEdS5iQgJVlUBVxNFlCbTnoT0bbBttFfeF4t4gevlR0RDStVEVLiplkzpIUDY5pGKKT90hnaQm+sSnaqIqF5V0TArOstB9qqx1gRhppXpIUk8Co/CcdRxCG6NLvm0bEuPgjqUjpZx8ANjbIkjL6Kczsk8HPi1DGDkSJbJmfU0dxXZP7zkxLcs8R2kg6mX3hS+KlALlSHRZDF0RJ6hxyY/xiJIWdluA22nhRhGkQWQyBbcRsf0XrbgaoUjr9ZQzFVHCVDxB5WcXiaU/Wa6v2SUX3BGAycBjMNAr0rbwPI/77ruPww8/nNNPP52VK1cOqJnpPuzDPxJWrFjBF77wBebPn8+3vvWt3Rnqc5gbmk/CAFvFjzz8B/20ZuqiirXMMZqdnUFB06MTHroiiVXtMnFGwKT9O0lM2kJFfTdRhWJr3qMsl2NzTYqGLVV0Rw6Nb5QjO0PcNhfn3TT4ASIKwS/Ie/ruDUKYqjXbZXxllvGHdFE9C6bXb2Ha6CbK4t2UJzyqYhv4K+NQmyPWtZWh2kKINLI7B1GEiKIectSvV5+QvK6P5lCeJE73dm+5HH0M8H8xlcYjHnsNq18kls7DOK5uhwifbjYPcn2k3uY3Q8pln+qzHb1SIIrVaVZB6CZMOX9PRKk4QEEoLBwb7VhECZtgVJyw3CJTK8jVO/i1LlHSRcc9tGNvW9nQD0lSwjfGmCUgEBbwkyPFwr2NIIMp9/1fdpEcFVFXV8f999/Phg0bOOecc4g+OP0V92Efdhtbtmzhn//5n6mvr+euu+7a7T57wBkYv7Md90kagVgqxGTg2lLHIiRrOBK1Kz5HRaVS3EXFXRidpHYq1I/pZt4hbzNv0kaOLG/kE6Pe5oj6zcycvImZH1pP1fQOuidaZPeLkx8TJ6xNospiRjdkyZ49pQfSCLG1Y1Ndq6hPpvnwlPUcO3ELo2IRSeEws6aTI+o3c/zUd5g8MQOVcaLqFKTMuMIubBVaF2Szut+9JxQur3PUjpIw37vUNPUd8dgrCNIisVRgyrdLIs1GejoVDhL0e3rWCNnHor1v+sw8uM1rRYFS6cL/hJAFY0j6kJttGb62JFgSHbOJYpIwLgiTgsgTRHbhmBS90afi6DuIVvq049NvyvHQKsZ90RbOXnEOFHAApnx4UNpfH3vssXzve9/j0Ucf5etf//pgDLkP+7DXw/d9zjrrLNra2njooYeorh60vWwehiSNlHZGA8VS+kmtreMAnd9J3bG52S5ct2MuOmajUw6x/QRllQFj6rs4cEwzUyvaOaiiifFl7Ywrb6d6XCfxmixObR7GalQlRNU2ynNQrt1bbfbe2YQxerQ8SXUyz5jKDIfWN1GTyDEqkaPSCxmVyDGtup3aijwVFT5hRRwdd1GxXjNJEz0yFXWw43hEWlSziZn9Ha5W8C0prBF/gz7iF1jAPwNHlDqQZosORbeSPXL7XUWfNNk2zWQlUhjCVDz5tMYo+Qt+RduEGfuU94ueSJPuCUOJwrgaaco1LaMrkpGGEERGEbYGENqEriDWqPE6ImQIIheaSBT6fSVSxfVn9LvYJJElUm1l1H7lDK7+AXtH2PtgjGvtoHZLveCCC3jhhRe49tprOeyww1i4cOFgDr8Pu4DvfOc7VFdX47ousViMeDxOKpWivLycyspKqqurqa2tZdSoUXjeB6kgc2RgyZIlPP3009x1110ccsghgz38XEx6/OMMguv2UGOpEAdjelRuh1Yq9WamhrappB04imaN8RjCdVGjY+iZFl3jNdb+OZxRIQnXRLQtCZFv845fzrs6zlarjFR5npn7vUsYj7E1rCbX6uIKHyfuIkJlyExPRFz0VJ2pyCKflUihsYmwpTle3BniXkSqKoffLgnGC3xp47Uq7BYXrfMI20aH+YHuPmzgAKppIFniJj0F538VdS171h7mfTHiCdIisdQGSibAIwIyNEQ2g8FE+5Ij0WOQZSI0xmBLSEnRscgI1op+RbqXXhVTcAVOJHSvhVFf0ZwoMqWCo7ZwHKNRChVOXiMymqhF4GRA+grZ7ZuxVKHqrTDv+0GLkKxuIMn47Y5JrHqFuhC4ZZc/tuHBwRhBdv9OmLsIIQTf//73efnllzn33HNZsWIFBxxwwGBPsw8DwPTp0ykrK+PHP/4xURT1G8Lvi+rqaurq6hg/fjyTJk1iypQpTJ06lenTpzN9+nQSiX77h+5DCfziF7/g+9//PpdccgmLF5esZh8MHAs8jimwGOkk6VuUCJYoBK8zO5JC7jQ5EmDK8x3HVCzXxRDlUDYji6gNyXqi5z47jATtUZxMFOetzGgCbFJOnvHxDtrLNZ3lPjnXRHp0IZUmdG/2ArRhWYBlRSRTIWEgkVYxC2H2MSEgDAUdYRwRh1xColIaK2/3uGhHfS1pBgAtLN7Sh3MoT213TIJnwzfYQUX6SMCIJ0jAp+lHb5KlEUc49kAZbUkUwo9oTDVAwQgL10FEypxjSiGULphkYUKN26XVzFjFi3qRJ5mwkewlM8LEf0RfLZJt9USXhB8h8gphRzhpC5lTWN0KqZRpQ6L6lPhTwgisBHza8ajFLhElFoirFomlty3X12R26fMbehyIiRwNOjkqwvM87r///m1E2xUVFUM13T70g7lz59LZ2Xu3GYYhuVyOTCZDd3c3nZ2dtLW10draSnNzM01NTTQ0NPDuu++yceNGVq5cSUtLrw+YEIJJkyZx0EEHccghh/ChD32Iww47jP3222/E9GUcSVi5ciUXXnghJ5xwAtdff/1QT3c0Jt32cSA91JPtCpYKcTSmce52aGA/IlFjl3Af6hemB6cE10GVe+hkDL8ugVOmoV6jKgOyNuRcWJtJYWnY0pmiQ9q81lXL+s5aKsrShBLiMiJQAj+wjPQi0mYfKxhNYllm3+rZewRhoGjvdmn1PV5qGMWU2g5A43oRgZZszifo0A6bcwlCKUyGJB8BAq00Qqke/REMbO/pEjVs1fXUlggU2fDppUJcd43Wg9qaZjAxoglSQXv0xVLHQnIqoL0QJNx5U66eHmi2ZSI9rmsqCoSAZBxlS0AjNIh0FhFGxoLdDwyBkoJtsnpFAhSpXmdUIXudSntU/2HParUQxu7dthC28cGQCmSgsPIWUVxj+drMV4hmmTBnZNJ00Y41SL3vF3K6kRSTShwSozDGZz/buQ9xWLA/Q5BWK4X6+nruvfdeISkm7AAAIABJREFUjj/+eD71qU/xm9/8Zp/T9h6GbdukUilSqYFLVjo7O1m7di1vvvkma9as4dVXX+WVV17hf/7nfwgLBr5VVVUceeSRHHPMMXz4wx/m6KOP3qk5PohoamrijDPOYOzYsdx9993Y9rBsDR8GHgE+ASVKnvY8+tl7JJuYBQxg79HaXOcBIQUimYCYh65NkJ8YJ1vlYM9SJMfmcJ2QjJS8FlSiMoJ1W2vQXS7rOyppzCXptqG1tQwrEVIVT9PSWY0OJXYgsZQsVKqFJuKjVI9uqEfqESo2NcXZ9HoVrVMrGdfUzUFjmpg5bitrclW8lSvnhc46tnRVYYcgukEqMA1sI5MJ6dNAfaA3Ges5kBo2l2oAYQH/DlwyoIH2AEY0QcKEYksmwTvZvMNOHjtEsaLMMgI0HbORsiBGi3ngOSYAiEAEIfgKtA86NGSqGCmSEoFA2QIZanRRkwTm5Cw2+BOYsVVvFAlBwRxM9vTHQchCqk4glcbOaqQCoUxzwJ55hdjZNjwEdBHSjV2iiESjLkqI8uUZ3TmS7uSmYNJqJZtBDgXmzp3Ld7/7XS666CK+8Y1v7BNu74UoLy9n9uzZzJ69ratvLpdj9erVrFq1ipUrV7JixQqWLl2K1hrLspgzZw7HH388J554Iscee+w/lLYpCAIWLVrE1q1beeaZZ6itHbJgbSnMBX4DnIRpbD0isFSIMcCZpY69zcTQx7MHtP30yDQwzteug/ZcgrEpwgqbaApYdQoSkHADckISKJsX2kfT0l1Gc2MFDW1VSKGxnIAwJpA6JO/bRL4Lvo2dUaZGSQPSQiDQjmNSbYX9RyBQFrT6ccJ0jJe3xMHeyqhkhuogTWsYY3VnFWvaq1F5F90isH2NjIAwLLQXKe5vO7f5ZEU5jXoKY3l7u2MaPnOUsG5coaMtOzXoMGGkE6TPl3rQJ6NCOkIH193pER3bMPhEnChmEVV4KE8gIolKeshIo+I2YZljCEo2wLOAThChiRgpTxLFPSJXEKYsVAKcthCkxG3JQzYAFSGDPi1EeizaC3lcLUzDv+KXJ5cHK0QEIUJECNvC8h1ENkBkAoQfQDYHYVQgYjvJkARkdTNlJQiSQM6ew+kfBR7e6c9zaDAKI+Qs2WtvKPH5z3+eVatWsXTpUg477DBOPfXU4V7CPgwBYrEYhx9+OIcffjgXXHABYKJNzz77LH/+85956qmn+M53vsN1111HIpHghBNO4OSTT+aUU06hvn7nmo7ubbj00kv505/+xB133LEdsRwmnIBpF7SYgsvbCMC/UkJ8HSL1JqYrZ2fvzqVEW5IoZROMSRAbHVIzvYvKaR20xOO4iYCt6QRdW+PoDoETSrZ2lNGSSVHuZRhX1sa48g6ICcZXd9EQpWiKKtgcVJAeF0PHLOx0HO065sY9H4BWCClRUQSWjdCaMGsRdbls/ptDRbsPGzTdLS4vdtWyxq8gn3bRb7vY7RFWh4/VmkEHIeQDs1/topxlI/szhrdLRZGqjkCfyw6q1PckxECEkHsCi8TS0cAmSpykHayP8qJFOLgDz4EUq9BcF8qTqLhHOKaMoNzGT+gCOQIrpwgqbCIbrFDjdmvim3JYaR+RD6ErjSqPE8Ud/NoYQbVDYAcIJF5ak1iXQeQDZHce2dVdqFIrRH6URvsBvQruQhRJSpNqEwJt22jXRtgWKu4hcr4x6erOQhCicvmeTso9lu8D/bJqKGcGFtvzyhzp3/1W3zAS2EAKeIp+qhaHA7lcjrlz5/L666/z/PPPs//++++ppezDMKKzs5M//vGPPPbYYzzyyCO88847ABx55JGcccYZnHnmmUydOnXPLnKQ8atf/Ypzzz2XL3/5yyxbtmxPL+f7wMV7ehEF1+x1wMT3HtvMeLVGzNaeuW1+X2gwUg7LQic9gvEV5EclSR5uMXlyI5Mmb0ZXKzZka1jdMQ7V5OF0CNw2i+7AIxO3qK9pZf/RWzi47h2m1XbiCJt3M1WsT1fy54Z61q2pxm0TJF8NsLKmDF92++BYJsWmMT5IfgAxs53KSk1FIsBKCcon+jRmUuRSmnRzHKtLYzWF2FsyiHwe0dQOfoAOgl4N7C7gAP001WwfKMrD69dpPSIvsiNZZHEmJciRRqFIW1ahSHHAKIjXrISN9CzKxwlktYtdY1M+TUOVhVMrsMZKVJlFUCkJExZhXKI8G10wcqQsho67RFUeemwMVeOQnAGqxkNXO0SVMdMWxJFoIXu4kFl8UYfU+3+tFCiFDkLD1HN5w/6zPjKdReQCRNY3x8MQomgbJ9OdEpsKyPfTzNYlvmCRWFrS62MY4QAPsAfJEZhowwMPPEAsFmPhwoXbCIf34YOL8vJyTj31VH7wgx+wbt06XnnlFa677jqUUlx++eVMmzaNOXPmcPPNN9PQUNqEdW/CX//6Vy644AKOO+44/uu/RsQN/EXA1Xt6EcA/UYIcATQyU9rY1kALg/pWNquYQ+RIQs/CK88Tj+eoTXaRsvJ4OiDdnCDTGSPT5NLdFMPvtgl9qI51Ux3v4shxG5la1sL08q3MKG9jVLKbMVWd6AoNZZqw3EUlXFTCI6pIoBIxorIYKhVDxV2isjhCS2QoYCt0NHts3RJj7boaWhqTtG9IotsldILV5iOCCHIhBIV9ZzfIEUADpW8uPJj5n6bP3YjDSE6xlYxm+LSD0Mid5Xaeg4jHidVI9jukm8kzu4mP2Ux1XZbNfhm2paiK51i/pZzmXIpXG0fR0FmG010QW7s22rZQShBNdlD1UD6+i8n17UyKp2nriNHRFedFZxRyY4Tb5BDvMKk1ERZKlpXqyajpghUAYE68ggkXUhgiBEaXFIZGGKd0by541z7Pns8vzhjEez4/ieXSa+S2JyCA24GP7aH5t8GECRO49957OeGEEzj33HN54IEH9om2dwHZbJaGhgYaGxtpbm6mpaWF9vZ2Ojs7SafTZLNZcrkcvu9v42Zu23aPD1IymSSVSlFRUUFVVRU1NTWMHj2aMWPGMHbs2CERFAshOPDAAznwwAO54oorWL9+Pffeey933303X/nKV7jkkkuYP38+559/Pqeddtpep1lqbm5m4cKFjBo1iuXLlw+XKHsg+CawBfjJHlxDyb2nk2oyoqqEo9wAIAUip7BCgRNIuhrK2eRrlBCESrLp3Vq8tMTerHDaQ3QYEY22CGs8cp5DeZki5QgqbIErBLFEBwpBhZejOojoKkvw1646ujsdhAK7S4JdKARSGuUanWzYHSJzGq81jw6ACJRSWE6ETlhIP8Tu8JG5EJnJo7M5CMNC5fbuoY2x5EgSK6HHt0y14Ou7PckgY8R8K/pikVhahtmst4NPx06Pp6VAOC7YNmXjbEaP62a/KW0ceHgbCMGUfBvViSyRloxKZljXVM3WjjgtXSkjfouUEVC7ApUU6FGgqyIqZqSpq+jk4FgT2QqP1a2jeH7jaGTGQubtgsuXQhc8XUzVv+7xwtCyEGEq9rdB9ykSKGiUisd6yvt3LyWqRUSg07iUlzr8f9hzBOlmTI+eEYOPfvSjLFu2jC996Ut861vf4mtf+9qeXtKIg9aapqYmXnvtNV5//XXefPNN1q5dy9q1a3n11Vd32MIlHo+TTCbxPA/HcbAsq6cQIQxDfN8nl8vR3d2N75fW70opGTt2LJMmTWLy5MlMnTqVGTNmMHPmTGbNmkVZ2c65HPeHSZMmcckll3DJJZewZs0a7rjjDn75y19y9tlnU1tby6c//WkuvPBCpk2bNijzDSXCMOTss8+msbGR//3f/2XUqCEvEt1Z/Ahoxoi3hxWFRqqnlTrWXAwq9TEDHhCK3nqejYwEdiZCZh1aWypIOzaZrgROVhFrlDgtCvKKyDYaViEkqYo8oXRISotY4R5NIZkYT1Nh56HS5rVwNKsqFHlbYvmFNlSORGlt8kSWQIcK17JwLA2dFhLzmM4JZGQyLDIXISINOR+CwJCrqKid3U0IQZOewETWbHdIm73nxt2fZHAxIgkSxkBsO6FMRKBDugd2ZvY5ibUU5gRJOHhVmlR1wOSpHdTVdmFbmroIQGBJTRhCU3sCS+sCeTGvVzZo27QAUU6EXyawkj6JeJbRVS20O+XEowRVEzro6nRwyhSRZxtxm1bI955fPdGIXi2RSZ31Yerh0OjDAjr7I0inLhJLv7BcXzPcwrRLgS8N85wDwsUXX8wLL7zANddcw+zZsznllFP29JL2GLTWvPXWW6xcuZJVq1bx4osv8tJLL7F169ae58RiMaZMmcK4ceOIoojTTjuN008/nTFjxjBq1ChqamqoqqqirKxsp/p7+b5PZ2cnra2ttLS0bOOBtGnTJtavX8+zzz7LPffcg+pztzt58mQOOeQQZs+ezRFHHMGRRx7J6NGlu40PFPvvvz/XXnstS5cu5YknnuC2227jlltu4aabbuLjH/84X/ziF1mwYMGIjThedtllPPXUU9x+++0cfvjhe3o5pWABd2PE288M89z7Q+lcUGuhw1GfngsGRS+9omu16PNv38auoUL4ETIbEmwVBHFBV0cC4VlELRDfkscKNaIrhy4TkAMrY+OHFlEk2BKk8Kw0eQRKgYWiWwtsKyJUoIRASaNBUgVTY2OBVFiH0sYFOwghCEw1dxhhKW2iSFojIoXIhkbmEYZGd6QHTzffSl1JggT801Ihaq7RurQGZA9hpBKkk0s9mKElQJRQGL8PpIYobqNSDm1xF7+ijRAH2zInrm1BkSFXJnMIG2LJiDBpSjR1zjIBHEuAFgSRRdABTVvLWR/mWJ9MIWMBo0Y1cWggyeCxtbKc5sYKRLeP06AhY7p5aDCN/ywL2WMXYE5YrbQx/OoxSqKEh+vuI6Cr16xyW9RjbBX+Pviz9ov/A3x7GOfbKQgh+O///m9Wr17NOeecw8qVK5kxY7f65O41CIKAVatW8ac//Ymnn36aZ599tseIMRaLcfDBB3Paaadx8MEHc8ABBzBz5kzGjx+PlJIwDPE8j4MOOojzzjtvt9fiui61tbXvW4Lu+z7r1q1jzZo1rF69mpdffpm///3v/O53v+sxcZ0yZQrHHnssc+fO5bjjjmPGjBm7ZBxpWRYLFixgwYIFNDQ0cNttt/GjH/2Ik046iVmzZrFkyRI+9alPjaj025133smyZcu4+OKLOffcc/f0cnaEGPAgRo+4cRjnLbn3tBMP8yKx7X5ZEF8bLzvbkBDLhig01cZQICIFXzw/wOrKIv0IKcCLIoJKF5kNkWkfK9CIrjwiirDzNp6tiTyP7jcTvDmmhlG1nayJksQtnzFWN290V9OSL2dt22jebqrFygtibSB9sAKFFRRqpkWEldcoS+N0+lhdATJb0BgJgXZChG9BAmQYInK+8d4LIyPtGMR9KE0VPjFccts8LkycawFw5+DMNDgYqQTpqFIPpmnOexq334tZnz9k39Yf2rPRroV2BMkxEcqxUFKUjJS2Z+NgCYSl0BKULVF2L5kIY5pISYK8QPiCdODSFNik4iG2lWdi+VaaamrIZxNsKY8Zdu5KZMZstgKMHXzBQFIohYrCXuvtvusZIrNfLSIincWmZBuGoxg+gnQA8GtGdrEA8XicBx54gCOOOIKFCxfy3HPPDVrqZqThzTff5NFHH+Xxxx/nT3/6E+m0scbaf//9Of300zn66KM58sgjOeCAA3aoW7Ftm7q6OjZuHM69zRCp/fffv2e9RaTTaf72t7/x/PPP8+yzz/Lkk0/y61//GoC6ujpOPPFE5s+fz4IFC3bJB2jcuHH853/+J5dffjnLly9n2bJlfPazn+Xqq6/m5JNP5uabb97j58yLL77IZz/7WT7ykY9w00037dG1DBCjMWm2fwKGy+m/5N7TQFmn1rq6uPdoIZCWBTEXYTvmWu5aaCVACfCN751C92QPNKZTAjrEbssihEBmA6xchFYROpNHhoWiHVdgdyu8lgi6JF1lLm9lE1TZUKkFXQFs8FO83VXJS03jsLI2UZuFkwMRaayM8dAjiIyXngblB7jdIcIPIZMzfkmF9ycR6FyICENEqE3mQxmTYj2Y+5AQtOpxJT2RCp/9PoK0IywSS1OYMOd2yNMexETVAEcq2K3bFtr1iOIOQXWctK2RsQgvEZRMIyccn8CHzi4PIhCB8SzSArRlcr9amRBnd9ojTGkykU2NFZISEeNG5/lrV5LWfEQ0RSDeiaDpPdVmYQgFqZ8OI6NT6huKHQYEdPdHkIYr5l4N/BbYK5jGpEmTWL58OR/72Mc477zzuO+++z4Q7SqiKOKZZ57hoYce4ne/+x1vvvkmANOmTeNf/uVfOP744/nIRz6yS2mpCRMmsGnTpsFe8i4hlUoxd+5c5s6dC/SmC//4xz/y5JNP8vDDD/PLX/4SIQRHH300p556KgsXLmTmzJ0rrnFdl0996lOcc845PPnkk/zrv/4rP/3pT3nwwQe55JJLuPjii/eIa3dLSwsLFy6kpqaG5cuX4zg710JsD2I28Atg0TDNV/L610xlJIvfd2kRVbj4FTEYE2OMm2XchAw1XpbunMBK5tn4djkBFs0tZYTNEcKxsDMhaJOVkL5pYyXymOIbP0DnfUOOlEJ0Gg8jB0nuLRfRDuv8WkbXddHYXUkqnmNTvoL1rTWotIXYDPa7eUToY2dCRGDK+4Ufmpv7IEIGBX1RdxZy+YIGViN8B+3YxolbFLIdQYAuptgYWFuRgaKDUf0RpBGX7x1xBAn4ECUiCgG5jE9u4AxCUGD1HjIeQ5YlwJaEriJvOXT5pcPeQoCrNZWWj+2DFdLLoqU0aTYElg/SF0R5h0zgYmFRbkVUiZAp1VkybhcvvptHaAWNNrRZJgccRoCCwOSEiUyFmiiEMoeLIkVk+zs0HCX2NnAv/eT6RyrmzZvHDTfcwFe+8hWuv/56rrzyyj29pF2CUopnnnmGu+++m/vuu4/GxkZc1+X444/ni1/8IieddBL77bffbs8zYcIE/va3vw3CigcfQoiehrb/9m//hlKKVatW8cgjj/C73/2OK664giuuuIKDDjqIs846i8WLF+9UalUIwezZs2ltbWX+/PnYts2VV17JsmXLuPzyy/nCF75ALDY8rhphGLJ48WIaGhr4y1/+wpgxw2ZOP1g4C/gapsJtyLBUiGqMg/92aCEWjAKzpyDQSY9wbBJ/YpzkgZoJtWkOSTYSG52loV1S3pxjS7qGphdG4dfGcbojxJYMPd0ZCn7BpoK52B1B92iWRKiwOjPm37UO4WabXC7Ouy+mwJHER+VobSpH2BBvE1jtEToTYneEPT3TRC7o0R6JIDR7WM43xyPV24ZEKSPItu1Cai1ER6a0v9jSdjCRprK/Q7OXCmFdo3X/lR3DjJGY2ijJIjO0ZwTC2rGxZd9jwuSFbQtdkUC7Js3mJkOUBbYVlQzYZHKOaUgbaGQAKArkSKCFJnILYUklsLVChYIwtHCFxtYgtY2bUNixCJEI0TENUqELbURMyb45OXVYCK1GEZpCq5Jhwg4I0sGLxNKhFk3cDBw/xHMMCf7jP/6DT37yk1x99dU8+uieKvjbNbzxxhtcddVV7LfffsydO5ef/exnzJ07l7vuuovm5mYeffRRLrrookEhRwDjx49n48aNjFQz2r6QUjJnzhyuueYaXnjhBTZs2MCtt95KVVUVX//615k5cyZHHnkk3//+97dpiLsj3HrrraTTaW666SYefvhhnnvuOWbPns0ll1zCjBkzuP3223dY5TdYuPLKK3niiSf44Q9/yJw5c4Z8viHCUuD0933W7uGwUg+msbI+bk/KQVuSqMIlKrepOERSPjmieorPIUdtZcKMLiYf2kH5zIDExAg52SOqjJuODakYOA5RzDEZCQHKMsRI9fmOqOKNdC5AdmXRTSFRoyL7WozOjUk61ifZ8motuYY40dsOzrsKqyXCacpipX1k2ke2dyMzOURXBtGVMSm1jjRkc+hcHnzfEKEwNAaSed9ElfI+KghRQYgu+vSxk35774MsZYSlYzMJYET5IY3ECNKBpR4MycQSJPvXH/WFEIblWwJdHi+wfYtoPHRUCtwxWbxUVDLFVpnMEWhJTrtEMYFyCl8IF8KUIPIg8ATKEbR1J8HWRBsk3ZkUtiWZUd3GW1tqeKehEt0WQ6xXiIxEaNWnnJ8ClzOmjwKGfRNRBChC5PangANMB14Zoqn/DWMIt1dCCMFtt93G6tWr+eQnP8nKlStHdGl3Lpfj3nvv5bbbbuMvf/kLUkrmz5/Pt771LU477bQhTfdMmDCBXC5HS0vLcPf32m1MmDCBiy++mIsvvphNmzZxzz33cMcdd3DxxRezZMkSFi5cyAUXXMC8efNKbh6dnZ3ceuutnHbaaRx00EEAHHXUUTz++OM89dRTXHbZZZx33nl897vf5eabb+a4444bkvdxzz33cMMNN/D5z3+e888/f0jmGCYI4FeY/pwvD9EcJfeeTspVOZXjwBTYCMelPpVl/IwuaqZqZk1oYWZVK9XlARktiHmaYEIbNSmNLx02jq4ml3FpKi+ncCtsIj1S4nYo7PYcIh9itZpOCwKMuFtrE+3pAGwffIX2LBASFXcKaTSThRDdOROZCiPzo4u9QQuZCq2N950oeCP1GPL1kiCigrD8PWbEgw4h6NaVVLC11NGDgFeHZuKdx0iMINWVelCi45ZwBlgXXPjjey7algSVHqrahgSU1WUIE4Ju3TuUORfMydCd93AcRSLuo22BdiVBTBCUS6KYJF8miJICZWuULWjLpHi3uYqXN03g1dbRPNM2jr83j6GjM4FcayO6HFOur0wOVwgJiAI5M3NuQ5yGCwIi8v0dHaoeaEdg2gns1UgkEjz44INIKVm4cGGPkHkkYf369Xz1q1+lvr6ec889l4aGBq6//no2btzIo48+yjnnnDPkWpgJEyYADLtQe7Axfvx4lixZwt/+9jdefPFFLrzwQh5//HFOOOEEZs2axfe+9z26urq2ec0Pf/hD2tvbueqqq7Ybb968eTz33HPcddddtLW1MW/ePM4880zWr18/qOtes2YNixcv5vDDD+fmm28e1LH3EFKYyraSHiWDgJJ7T47ahIsnEQIsibYtqms19Ylu5o7fyD/VbaYmngMEcQllUlPjaCbUdDG5volJM5oom5glM86le0qc7ASPzLQk+foEflWMsCqBKouhbRvhOAjb6inN11EEfmB6daYziPYMsiuD1ZnD6swiO7PI9jRk8+icj87le7VDfogu9lBTCqWVyeZJUyBUbINVJEkqMO1EhmM/yvQvPR32/ps7wl5DkCyw3AH3vykQD1HwQCoIrLE0PoKskjTkPbKhRXdo4WsItSCjBB2RTR5Bu3KJbAhtjfKMv0Rka7QsjK8gTNvkuxw6NiTZ2ppkS2OKtW+U0dlm077eQW5VkFaQ6ZM6s2TBN6yXwRcWPXwCpAIUQX+HSv4NdhMVwD2U8LfaGzFlyhTuueceXn31VT7zmc+MmDTSc889x1lnncV+++3HsmXLmDdvHk8++SRvvPEGl19+OXV1Q/GnLY0PCkHqi0MPPZRbbrmFzZs3c/vtt1NRUcEXv/hF6uvrWbJkCRs2bCCTyXDTTTcxf/78flNaUkoWL17Ma6+9xje/+U0eeeQRZs2axXXXXdevKebOYsOGDQA0NjbS1NQ0KGOOAEwFfjxEY5f8ckSkhIu3TajdsyPiXkDc8/GsENcKkUJjobFReE6I44ToRIRdEaLLI+KT8jg1EbWTM7hjFXatJhxvEyVsVMJCOLbxU+rbikprQ3jCELI5RN43DczTOUOKurOm4iwfGHIUFFJmQYCOQiPhUMpYyBSF1kIYb5vi7320TyV/hgA+8f4ODd8FagAYiQSpJIPUhKV8e0qi6Fgtsz6yM4fTksd9J8B9XdLxWhmvvFLHk1v2Y3nzVP7SUU+oJK3K4a0gyQbL5WXK6EpZ+GWCMCXRjkQoiZ0ReJ2Q3KJJNmriWxQVb4UkGzSJVRGpJwPkX8F7JEtsZSf2u114W7qwsBCui0gkEIkYIpVEJBMIz4OYh3BshHxPif8wQBP2d2goWPxtwOCIW0YITjzxRL7zne9w7733csMNN+yxdWiteeyxx/joRz/KMcccwxNPPMGll17K22+/zX333cfxxx+/RyruigRppFSyDSbi8TjnnnsuK1asYMWKFZxyyinccsstTJ06leOOO47m5uaS0aNS41x99dWsWbOGT3ziE1x11VXMnj2bp59+erfXOH/+fH7zm9/Q0dHBnDlzWLFixW6POUJwNnDBEIxb8rpnNvMCkQgjyAds2uzxp3X1PPLGdB54ayYvNY9Ba01OR6R1RJuveXFrLW+01PF6x1jyns248a3MP3QNCw9cw6JDX2XeEWtxpufJzIB8nUTHXXAds1cIua0HTZHMYEwpRcFgWBQIFFEIKiqYOpYgNVIgrEJTdM8zc8Q8hOeaRrbyPfMNMXz6LVDYR5D6wyKx1MJ4X2wH1f9mvj369CuTYYTMB9jtCrtNI5ocmltTvNZcxavdNTT6CTKhTZdySCubV9JVdAiXjA3K1SgblNBIrZEROF0apxucbkW8ReF1abymgMSGEGeLxv5rhPN2iN2Qx23sQuYjU6Hm2CZ06roIzzWkyLaQlskL934Bhg87+EwH+yS9EFOJ8oHDkiVLOPvss7niiit4/PHHh3VurTUPP/wwRx11FB//+MdZt24dN998Mxs3buTb3/52D0HZUxgzZgyO43ygIkilcOSRR3LnnXeybt06LrroIlavXs28efP4yEc+MuAxJk6cyP3338/vf/970uk0c+fO5aKLLtrt9O2pp57Ks88+Szwe57jjjmP58uW7Nd4IwneBgwd5zB0QpEJWotD2qUPbNHYl+GvzGN5qr6Ghu4xIQ4gmG2rWZxK05WK82TKa5nw5vrSZUtfC1FGtzKzdyiF1jYypTePWZInKNSqRtc7PAAAgAElEQVQpjLO1tEy1dI8cg57WVEhpIkzG4M8Ef7bRtfYT9ZHSpNWk7Nl3cBxwjGGxkNLcQA1jFHxvIUgjTaSdogRp00TG6ep90ZdgaJO7BURTFyKMEGlJKGOEYzXZZov1uSRldsDKVB3W6IA1bVWsj8poziRpSSdNek6BjEDkFZavEVmN0MpYAOQVVhAi08bHQuQC6PYhCBFBYHwoLAtt2+DZKMcCx0blQ2ThbkRrbarmYNh1SDuIIA1mjv8QTNXaBxJCCH7605/y6quvsnjxYl544YVBqwLbEf7whz9w5ZVXsmLFCiZPnsyPf/xjPv3pT+O6IyeDKaWkvr7+A0+Qipg4cSI333wzS5cu3eXmryeffDKrV6/m6quv5tZbb+Xhhx/mZz/7GfPmlWxNOSAceOCBPP/885x++umcffbZvPPOO1x66aV7u49XHJOynwMlup/uGipKPRji0hNBiiKEUuSbXXw7ouP5GFUZl3LPY2XbWHTS591sjI6UTUNHOa4dkPB8pla0ckBlM/VOhpleB35o0yIsZo23eXXzWJJWiBJWgYBFvWX/PZVzVo92SMddEBJ843it+6uELO4nShlhtpToqE9pfxiZSuq+Qu1hQkC/hdJDpS/bJYw0glRyPTvXv77goa2BKETnTchRNOawpUSEcdz1EVGNQ7hBsEbXEE6P0ZQtI2/ZtI8SNGUqUQnZ438uI42T01i+RuZC7LxZj8xHWPkIogiZK4jiwtAQs8JJqy3LsH7HgbiLcixEzEX7oak6UAptW8YsjGGXIfWHwTovksBy6P924YOAZDLJgw8+yJw5c1i4cCHPPPMMyWRySOZ66aWX+OpXv8pjjz3G+PHj+fGPf8x55503Yo3/iqX+/0goL9+9a3wqleK73/0uZ511Fueffz7HH388X/rSl7j++uuJx/vVbuwQtbW1PPHEE5x33nlcdtllrF+/nltvvXWn+uGNQMzCFH0MVnleyS+R6nvPXijJt7p84nmFoyLSm0JedKuIDpZs6K7AGatI19qIcsW4ce1Mr2lngpdlSqyLKV4XFpocmv0rmsjIPKPqumjrLOMtZ7SxlCnsGYKCkaNtIQoRH5EqWNY4NoSeqV4TouBdFPWQop7m6H3WraMIEYa9UafC/kOf1w0XdP/JqxHFSUbUYijaS+8W+jQyi3QhN6vNCScEdkOEkBLZqcg1x8h5Ni91pci4cXQMMt0uOc8iH4GwNCLSiLxG+iB8jZNViNCML/MROlTIfAhBZE64XADKMHPT5M0I45RroW1JlHSQeVOeKQuptX7vAIYYOyCeg3XV/H+MMF+LocLUqVO56667+MQnPsFnP/tZ7rzzzkG9Q9+yZQtXXXUVP//5z6msrOTGG28cVrPBXcWECRN47rnn9vQy9kp8+MMf5sUXX+Syyy7jlltu4YknnuCuu+7i4IN3LbMUi8W48847mTBhAjfeeCNNTU3ccccdI6pX3C7gPOAPGAuA3UU/170+3+NCCktmAshFeO9At+eAa/N8vo5MLIbfbZFyAipjXexf0cqksi7GWHlmeR140hT6R0gqRcBkLyQnJcq2IK8QYDyRROHuXBcqzqRExDy06xiC5DmmZUg+MFmKPs1x+7bZ2oYwqUK0SRXsAbQuePEVzCqHFf1eG0cUYx9RGiTYGaFRCYj3/lpo/KoiRFggMOk8ZAKsTh/VlidqC8k0aFSTT7Q5xFof4jYExN+NiLVExJoUlm8G1K7AT1kEKcs0v/UsUx2n+1hgWwJdKAdFAK4DyThR0iE/OkZujIdfbRNWuOhEHG1biOJd3LBX+vd7ku7e38HgTGBEd8McbCxYsIDrrruOu+++m2XLlg3KmEEQsGzZMmbMmMGvfvUrvvzlL7N27VqWLFky4skR9LYbUcMcwv+gIJFI8L3vfY9HH32UrVu3MmfOHH70ox/tctWklJIbbriBm266ifvuu49TTjllRNpU7CS+DwyG4K6f6972bTaEHyL9ENGRI+jwCdp9upo0XUKztdwjSgrqxnWxf6qTKV4X02NdJKwIR4IrBWWWotLSTEvlGV+eoyyQ2DGjE5Kui/Q8hOuYH8sy+4gQIGWBIJkoko574HkQiyHjMYTnIfuIvIUwxsaGEClT8h8EaN9HF8wiUaog7h5O9Hv+DsbeM2jYKwiS2KVl9ulaq+lh0qIgstNRZPKxfoDIB8huH6c7wE4HxFtCvBZFolnjZDVWYE4e5UjCmEWYsgnjEu1KcCzTU4eCv4Q0hEdalnHydmyUJYnKYkRxCz8p8SsdwjLXvNZzTRquz/kyAirGdzekNQoTPfqHw2WXXcaZZ57JV7/6VZ544ondGuvpp5/msMMOY8mSJcydO5dXXnmFm266iaqqgfYj3POYMGECQRDQ3Ny8p5eyV+PjH/84L730EvPmzePf//3fWbx4MZ2dnbs83le+8hV+8Ytf8NRTTzF//nza29sHcbXDjnLgJ4MwTknfE0kJ8lDQCOkoQgcBwg+IdICyA5Qd4tTnicUV9ZbPTCdDSm47hkCQlFCmNZWRTVV5ZEhYYc/AthGuZ/5fIDxaSrRVMEEulupbRnAtPddUp3meSccVhdn0yakUOzj07H9Rr5nkMKPkZ2owYtqMwMgjSGlKfEACSaRVFBGqAeuRSgVHCmI0E1LsPUlEGCH9COGH2JkQmYlwOkOsrMLKKkRg/I8iSxNVgo5prIoI4hrtKcKURFkCZUmwC2I6Ado25ZMq4aBiAhUXRKM0UVyi4oZwaavIrnrXPHzayX6jma27OfAPMCTpHw5CCH7+858za9YsFi9ezDvvvLPTY3R0dPC5z32OuXPn0tnZyUMPPcTvf//7neoFNlLwQfRC2lMYPXo0Dz/8MN/+9re5//77mTNnDqtXr97l8T796U9z77338sILL3DCCScMuIXKCMV8jEv/7qCt1IMWGRUSRsW9p2gjQ+FmmyhChyGKECUiIifCdkNcWxGzImxh/Ixyyqg+Qq1RkURFktZ0GUJb5PM2UWSE1AIK5Eca/VGxcq2wW+uiNKPQAgvbMiJuzzPRJqu3Em5biG3X3bfibZhJkk2uv0O7u/cMKkYUQVqur1HAllLHOmnvzOlsOFAvpPeFEEiEMeeybXBtE8ZUICKNnQlxOvLY6QAnr9CWIqjUZMcp3A91UnN0E2P/qYmKj6QJ9/PITCojX5+CVBySCeN5ZFtEFR5huYsaJZDTQmJTsjjTsoiJmtzoOH6ZjYrZ2/teDAOs0ppEgIbdGPYsPqAl/QNFKpXioYceIooiFi5cSCaTGfBrH374YQ444AB+8pOfsGTJEl599VVOO+20vbbiaB9BGlxIKbnssst48skn6ejo4KijjuL+++/f5fEWLlzIQw89xOrVqznhhBPYurVk+4e9BTcBE3fj9SWvez6bWrt1hxL93cEWSJLVmsdp1cSbLNrfLmfdpkqeT4/hsc5x/CE9mtf9BGsDjy5lkQ4cnmus5w8NU3lk81RWbKlHF1MRRUdtx0Y6JsUmLAsRgYiUqcguNpr1XFTSRZXH0eUJdFkCknHjd2TbYNm9FjJ97GREoapNFInUMF9fvP4J0u7sPYOOEUWQCij5AQWod/LkczvMvQ+UBRdLJx3b5HRtC+04aNtEgKQCGUTIXIQMjAupdkE7wOgQu87Hq89RMa0Lrz4gGisIajyiMg/tuhBzwbHRCRdcizAmUaMlMqVwq/M4tSFUK7Qr0DEb7VgmZDrMJ6noX6O/qyfpKEz06B8e06ZN49e//jV///vfueCCC95XM9LZ2clnPvMZTjnlFKqrq3nuuee48cYbh6wabriwjyANDT760Y+yatUqDj74YM4880yuueaaXdZ5nXTSSfz2t79lzZo1nHjiibS2jqib+J1BGfDT3Xh9yeueRVtbjmzT+32HtSOxsuC0KJxOQVtXgjczKV7xK9gQJmiMXDqUQ1pZbM0lacomWbl5DP/7zngac0kjAxKy4HckDbkp/l4kOAiE0ght9gttiUIjdvND3AXPMZkM2+6zp/SmKIqeSMg+2/8w7z1O/83S3x3OdbwfRiJBKvkBOSQymijf/520Ru8gurTNud1XjyQEWAKERheE1UprCEzKTeRDrIyPJI+dyFE+qpuK8m6mj21mbF0X5bU57EkBukwjEpEhXMUQZqjQkYJAQU5DXkMX6LxGtGu0wljAh6pPn7YdrHuQIfuPIO3qSfr/+AdNrZXCSSedxDe/+U1+/etfc8stt/T7vKeffppDDjmE22+/nSuuuIIXXnhhb+66vg1qa2vxPG8fQRoC1NfX88c//pHzzz+fb3zjG5x99tk7Fa3si6Lr9muvvcaCBQvo6OgY5NUOG04EPreLry153Ssn2xkS+qX2Hk2vtkdkAkQ6wN6aJ7cBsus176wqY8uGOBtfSrH6hSo2rU3w2spqNryR4q3XKlj7cgWZtEVmq00kjDJHC+OWbYqM+tw4q4KTd6hMe5EwNL/rwjFd3E8KKpX3iK9FQeSNlCa6JETBLLJEFGkom9UC3l5CkEZamT/A5lIPJqmq6qSzNKErEp2+Pc5EbzJOa7U9dSqeAMXX2BbakmhbIvKB8UAKQoiMXimRVUgiRDLkwNEtTI+nqRE+b1uKrTpBS1ZhbQCxTiPSpquyCEynZolFtAF0i00USESjhUwr7HSElVYI20V4Qe96tC70zomGrvuIBqt/e6JdOUkXYSrX9qEPrrjiClatWsUll1zCoYceuo3hXxRFXHvttXzjG99g8uTJ/OUvf+HYY4/dg6sdfAgh/iG9kIYLnufx05/+lAMPPJBLL72UDRs28Nvf/pYxY8bs9FgLFizggQceYOHChZx88sk89thje2sE8wbgf4D1O/m6kntPpVGeJkod6/Gu0xrhB1gtGZN5EB7a0uSneWx91oKcJjfOZX3zGJLxEDtm8c7mSuKxEN0SYIcCHXMQoUYHISLsoxWCnn1NhBFaaaTQRoxkFYTYkTIhgu4cBCE6Ur32MaaMzQi3rYKnkhQFewCNiEJzU+8HvYaRQ1x1mqCrv0MjiiCNxAjSy6UejFNRq1CyZJizbxhRGMv2Yn8ZLUQhsiT6PN2QJy2leVyaCgETcixaAxh2LkKFVCExNyAmAiZUtjPKy1Hr5Kl18lQm88TKcjixAMsL0bkAVMGZNDLib5n2kR0KOkCtd6DFQnRKnM48dqSxtDbiuiKzL1rK623XPZiQuMjSIu0s8NZODlcB3Lrbi/oAQkrJ7bffzowZM1i0aFFPA9GGhgZOPPFEvv71r/PJT36SF1988QNHjooolvrvw9BACMGSJUt48MEHefnllznmmGN44403dmmsk08+mTvvvJNnn32WM844Y9Aa5w4zyjCl/zuLkntPGWGdRmX7S7H1iLYjhcz7/5+9846Tqjz79/WcMm0bS5EiHWlCFCuKEcGIiFGJETfiazTBrsHEGFss+26M9ecrQVPsMUYlAaOIYlCsURTRmCBY6Kj0vm3aKc/vj+fM7gIzu7Ps7M4szMVnPltOu3f3MM997vK90aui6OtiyE0O1mKN2iVBwqsCbPighPVflrD6s1KWftSZqm99uGsk/l0OetRVxdVeNKfuSg3HhwiVXtNcFxFz0GwHEbMQMRthOYjamOccqc66RCNSIhIlAGGouZ/CNBGGqb42DNV1nRg50tpIlwJSdk1+1voGpE8uOkj/TvbNEB1KdHQn5R/QMBChILKkCLdbKXbPTjidi5HdOiKKCsHvU2rWddLtmvo0MT05oShquxC1kHEHYSvRR2FBrMagOhZgw8YSNu0MsTkcYHvMZOWWYiq3FxKvFljfqqcINxrFjUQhHEWGI2jVtWgbq9G/3oG+sgptYxX62l2IqBeh8vmRxQXI0mLoWIwsDEFRAfh89XpKGUZPPU158UxZ3lwtit8AzX9kPUAoKipi9uzZxONxzj77bObNm8cRRxzBokWLeOqpp/jrX/9KUVFRts1sNXr16pWPILUBEydO5J133qGmpoZRo0axaNGifTrPpEmTeOyxx3j99de56KKL2quG1RnAmc085j8kEegJ4QaDuIGmnAdhuxC3EdEYclct7vYwzvoI8c01xL6tpvYbi/DmGFXrbaLbLKwqB2okOCqt5poaroZq5dc19d7v89r+/T41Q83LMIhYHBmOQm0EasPIqmpkOIKMxpDhiOccNfi7JYQhpVeK4j2EC9MAvx9pqiG5idlse5HBdFuIKvTkbf6VwKqMXSgD5GKK7TOUHtJuthn4/Dq++pk7DebUoAnwKS0It7gAWRzA8Qs0TUdEbYSjIQwT4nGIRNRNIDSkptd76xI020W6jvfR9dJcElcXONLE2mHATo1vtI64SLYFA2ytKcTZ6SP2tQ9fLIobjyPiVr3XH7eU3pLrqFEnMRs97no3odJRcn0GmAHQNaWpEQogYpZS47YF0qI+r5whjNQO0ifNPNVhwNUts2b/Z9CgQTz77LOceeaZTJgwgcGDB/PGG28wfPjwbJvW6vTq1Yv169fjOE57H22R8xx77LEsWLCA8ePHc/LJJ/PSSy/xve99r9nnmTJlClu3buWmm26ie/fuGRM+bWOmA/MhdctUQ8qlrK4QYjlJ1P87UpNeMCEx0gPq2v/xVK5losZU1xBCqgSBaYKRqAvS60eEWF5ESQi1TmkaoJweYTt146wSmYq6rIWtnm2ls7f4owTV/ZYQNtY83SUEmqHXeYbScepGZdU5RhmMLBWmjh59Wr6vCqitRM5FkGbK8iiwNNm2EJ1MmewPpqlWfenzIYuDyAI/dvcCZKEft9APBX7lKZvG7k6VJupOJVwJrkQkCqtdB6kJpAZuCbiOhkQgLI2qqMmOuMnGmiCVtSa16wK41RpODWrUiOPWzcZRTo6DiMQhHEPfFVafR+LKy0fgGjpuwIfr92GXBJF+U0nJG0a9pkWGMUhZW5A0gtcIfyDH5OFzlTPOOIM//OEPXHrppSxatOiAcI5AOUiO47BpU1IFjzwZZuDAgSxYsIB+/frx/e9/n5dffnmfznPDDTcwdepUpk2b1miTQQ7TD7ipmcckff/rRqWZ1tqdECK2baRlIWNxpGUj4556tW3V1QiRiPB4SQw0TwBSSq88REPqXhG1Jrzojlf15DjguOq8ll1/DcdVa47r7iaQvJuJiTIS4ZWY6PUlJkL30mwNankzTQe2pNrU3LWn1cnFCBLAh8CIPb9ZSBd/XGze/ZueYJYM+ZAdQ9gH+YkfbBA/SGBFBXq1SZAChCnQqiRaWIUQ1YA/b16a7YKuitgwDe9m1LBCLlYfH9ZBOt17VjGoTyWlHWI4JTabNB+bawrZvqUIsVPDrLTx77ITnZjKM5cS4VOhUZFo33Qcr1RK4No2MqC2OwEDJ6Tj+AVOQKCHDXwxC8JRdbNbdsbCnEKajUWQmjM468fAd1tu0YHDVVddlW0T2pyGrf4HH3xwlq05MOjevTvvvvsup512Gj/84Q+ZMWMGkyY1r4dCCMG0adNYt24d1157LX379mXixImtZHGrcSPwNLA6zf0/BM7f85vdqC7enLazkCjdFoCraknrmtK81JbEy2SAdCRCk/UdaZqm1iMBOA3qYpHep17dLKBhKEdJeuNQpPocx3O6XHZfN6TXcZeIPHmaSLhSBRkSgQJNU45epgM60qU0tYpMzg1tzLkIkscryb4ZpKOp4pLKC5Z4BdemAX4D1xBYB/mxSzXinVxi3SRWJw07ZCBDJjLkq9OAkIDUvBvDcRL3Hq4mkKaJa5o4BwVxOhrYh0g6jojS5eAwx/VZR//SKop8Dpt3lRCPG4hqF/9OG83VVKpO19E0Dc000UxThVGDAU+8Symd1ukeeSqrbkDD8WvEQxp2oYlbYCITgmGG58d66cCW3rQ+Uta7rASWpXmaElS3SJ48jdKzZ08gr4XU1nTs2JE33niDkSNHct555zFr1qxmn0PXdZ555hmOPvroumaCdkYAlWpLl7nJvllETA/K+s6rpic6iMSO9Q6KJupGgAjT8MqJJMIbJCtciSYBobqppa7hGsKTnxEkynakEEivIy1R2C085W3piUomaom0xPXqshCi7rpqPJtbnwJMdFFrWr0eUxLpmZZQzHbMJBNdJMSB1zN6sQyQqw7SW8Begh4aupD4nDixuOuNH1aj1jx3SRN1X7sSpCYRlro5pUBFjBKiW5qekM1Ceveeq4Fj6jiGwA4aBIsdCjrHGTRgOx1LahjYdRtDSrfRyRemh7+GQtciaNkYta66wWMOqvtStVDiN3F9Bm5RAGkauKZRl1cmcWM6nlS9JycgbReJp52kRDb2yge3pNNAItFTp9fmzJTl6XpfFeQLs/OkQSKClO9ka3uKi4uZN28exx9/PJMnT94n1e1QKMRLL71Ex44dOeuss9i8eXPTB+UWZ3ivJimXcg0pu9nWOHFicRvLbXSiQ0M5oYZfJ6YlNBRqNHRVyqEL3MQ6pINrCPWwrnuCkAkHJvFKdF4nirhNNQlCJGaANlTI3mO9kImcnnRVgKCujsmt1/AD71qZLdDvQMr3gLfLpUzZ+58tctJB8uqQXku2Tadw+w651XakbdW1V1oOWtjC2BnFvzFGaIVNwTc6oZUaga9djLCNURlHc7yIk66rtJduqKiOpiP9Bm7IxCkwsDsoVeyAX3BM5x2cWLKJSd1WMaxgJyHdZXCoijEdNnJm9zWMLVlPh0CcBqpLyls3TdUd0KEAtziI3SmEWxJUKqcJ+YG4BZE4ejiGuSuKf3OY4K44gS3qa2FZyEjMK7jznKMW/m41aeKjONXmOWmeZgj5wuw8aVJaWkooFMpHkLJEYWEhr776al0kae7cpEGSRunevTtz5sxh27ZtnH766cRisVawtFWZBqmVcfcg6ftgN9ZEtstNtZaMN6/L15OeEUK12eNTWQUZ9CF9Bm7AxA0YuD4dJ2TiBA31KvThBn24fh1pChVpEqL+HAVBKAwhSwqRxUUQCiEKCxChoJrL5vepfRP1RZquXrquao0atPXLxMO6ZXsZld2H2GYi1SakS9cUDpJIf+1pU3LSQfJIWllYTNcuNvZikKowWCqnR7NctLiDWW1hVkvMjRL/ejCrJOb2KEbMQbNlvd6R0JCmobx3QwO/rjrKggau38DxaXQ7KEKXYJTjO29ieNFOuvojGELS2YxysK+GIVTRxRcl4NgI262LSOENrSXkB7+J4ze9m1xrkFpTeWjhKFVULWKhRx18O+P4qi30qA3hqNqewTywj1KSPf1I5C5gQZqnuYvcrV/Lk2MIIfKt/lmmqKiIV199lcMPP5xzzjmHd955p9nnOPTQQxk1ahSffvop55+/V5lOrnMIcEma+yZdrIuxCjuwfrWN5abrMKiaVK/Ox2u6EcKL/Bg6rqGrMSGGrtJqPh1p6Lh+bwSV0SCK5KXf6mplTQPXexAXPjW7LVGSIXQvBZe4fsIZ0vV6RW0vfabSbFJ13HmdcdJ1d0siZkIfqRPr8ZPcsbZTlNVkm1x2kF4gSZpNoInODOjp4HitmxKsODIag9owYnM1YlMVxppdaFur0b7ZAbtqlDZETdhLZ9n1hc+WrVomY3FkOI4WsRFRCxFzqYnoxDSHnQgqbY2wCw4uVbbON1aISqGxoTJAvFaq80Siqnst8YqrzgJhuwjLgXC8rruBWAwZiym7I1HErhrEjiq0bdVQFYYdlchYHDceV/IEmUBCgI5JNwnEs2nqH40Ezs6MQXkOFPIOUvYpKSnhtddeY8CAAZx11ll8+umnaR+7YcMGxowZw5tvvsnIkSN54YUXePrpp1vR2lbhdkhdX9CAj0lRizmUnT0kNDLyKgmJVJVte93NNjIWh2gcLRJDhGOImqiSpIlaiLiDsCQiZqHFHbAcZMyqL6z22vQTJUO4LtKyvWtYqnsu4fAk9I8S6TPbqu+wi8e8l+qww1LbaHBc3cN5Bh7Su6eWOHrnDim/afEFWoGcdZBmyvJK4Jlk2zrTr6ubqNYGVWBk28hIFKpr0LbsxNxShfHNdrSdVchIBFlTq24ixwXbUe2WtnKQNMtFhG3MsIUetjCqbfS4gxODDdUhVtYUsTRezCYnCAi2OAG+tQr5JNKJb+wgaA5a1EJ4s9WkZYNlIWxHna82jl4dR49aCMtWDo+nsZRoBSUcgepaZHUtcmelSq3F4xnTP5JITIobm7/2pzRPdU9GDMpzQJF3kHKDTp068frrr1NaWsqECRNYvbrp5q4FCxZw1FFHsWTJEmbNmsX777/PmDFjuOKKK1i6NKkiS67SDfhFUzt5Wjx/TLatB5FuJuG0103Z4KP0NJKkZSPiFiISRURiaNURtUaELYwaCy3qoMcdjKiLFnPQoza67dWsNnBahOsiHCVNIxxXOVJxq8FDuqeTVCcSqZwkpZfk1MkDYHnOUUL/qIGoZKYIyl2UsC3V5pwdcJ6zDpJH0kXbJOAL0dknpcTFdSWJP7ilVEVrImg7ahDVYajx1EZtR3nPrlcQbSc0imyIxxBxG+I2elh57XrUxgJqYgbrIyEqHZMqy2RLJESV7WdDJMQ3lQVUxg3CldI7v1NX7KbyuUrzQkQstJj3JBCNKW/eUeFMYStnSnoRJWrCSjsjFle2uZlJsUkpCXBQqs3vzpTln6dxmtOAMS02Js8BR69evdi4cSOWtXcHS5625eCDD+a1117Dtm1OO+00tm1LvnBJKXn44YcZO3YsBQUFLFy4kEmTJmEYBjNmzKCkpIRJkyZRU1PTxj9Bi7gB6JTGfk+TtFEIMYDVPqVI7bpNdbPV1ckmXt57vrQspbodiaLFLUTMQo/E0SwHLaaiSNiOiijZSvMosQ7IhiLJtl3f6BOPI10X13Hq1w63gVNU1xjk1KfTLE9HKeFUJfZlj3rXFqTYXFx682WqzRuBl/b55K1MTjtIM2X5f4EPkm0ropezjc2rqtghpaooUxtsR3nWtuel27YKTbqOd/1EeN8AACAASURBVGM49WHIqBoFIsMRRFU1YmclYtsuxLadaDuqqP1SsvMzkzUfdOXDdwbw4vzD+OfSwby06FDe/3ggmzd0ZPuKYpyYqVonEx677XnytWGoqUVU10B1DVRWKacpFq8vhkvctHbia+8lXRI9epnApBgj9XDapE9LeyCAuzNiTJ4Djp49eyKlZOPGlBooedqQIUOGMGfOHL755ht+8IMf7FV0HY1GufTSS7nyyis55ZRT+Pjjj3cTNu3WrRvPPfccy5cvZ+rUqW1tfksoBn7d1E7lUu4Cnk22rS+bfDUsX7aTbdLFabIsQbVby3qHxbZxwxHccBgZjuJW1eDuqoRd1bCjErGjClFZo8ouojGEZSshY9NA+gzV6KN7Rdu2A7GYCgLELVXmEY2pdSaRKmv4kJ1I01leWi2RUkuofzdMq2WIQrmdLsnnAAM8Wi5lzj415bSD5DEt2TdN/P4CuhkRGf7am0bbIJ7phTITs2cavBJCWdLzsqVtq/qjaFTVA0VjiNoIokZFn6LrDHZ9VcTKfx/MilVdeWdVHz5Z2Yv135ayc1kHorVB5c84rlI5TeR7XaVoKmNxZG0ixec5ZolCOKjz2OvsaxhGzdR9KgUhuiffhPwamJ3GWSaTRLwzT550aCgWuSeu6xIOh6msrKSyspLq6mqi0WjmRery7MYJJ5zA008/zYIFC7jkkkvqft/r1q3jpJNO4oknnuDWW2/l5ZdfprS0dK/jx44dy6233spTTz3FjBkz2tr8lnA10CuN/R4kybuwBmIoK0vDsuZLKaXe1H1aF3tpsDYkojhuLKZmqkW9MovaiKpJrY0iojG1NjmOMsLQkaYq7laq2yBdB6IxVdcUj3tlJE79muLunjKTDSJKu70SkaPdRCUz8P9PSvqRPDkh1QiYR1p+kdajPXQivYCSID9qzw3dGNJ9F98uTdzDok69lNQhQe9GEZ6uhPA0JnYLWXqdbvZOHTciicZ17F5+ojsETnUAx/Ch19qYNQ6yylE1S3VOmet11qG0jBLaF96Qwb1m3DSwq7Xw0xEDf9JtAnH7TFneVBW4CdyRccPyHDAkHKTrrrsOn8/H1q1b2bFjB1VVVUSjqUdlFRQUUFJSQqdOnTjooIPo1q0bvXr1ok+fPgwYMIBBgwbRq1cvtFYYx3MgUFZWxvLly7ntttsYNmwYJ5xwApMmTSIcDvPCCy9w9tmN92PcfvvtvPnmm1xxxRWMGjWKPn36tJHlLcKP0nGb0thO5VIurRDiGdTEgN3oQ+SgZWxfK+nZYNFJA+kJHCfSZQiE5qo5ba4DuoHQVHRICg2huaorWqosSELhuq6kI2bV1xtZVl1ta7Kna5FIzaW71mSgc62UTZSmqD0SML1cypwOKYv28JRWJipOQQ0d3ItKNsYstghd6L7mnDOhwg27tzDWfV8Afp+SBSgKYYUMhIBYjwKMWhcMHYGGuS2MFrFUh1wsruqIEv8JEu38Dc6dya6AdNCkj2IOQSQPFi4FRsyU5U1Vgl8EPJVp2/IcOESjUY477jgikQjdu3enS5cudOzYkZKSEgoKCggEApimqUbwuC7xeJxIJEJNTQ2VlZVs376dLVu2sGHDBtavX49t12c2CgsLGT58OCNGjODoo4/muOOOY+jQoXmnKU2klJx//vn8/e9/R9d1+vfvz+zZsxk6dGhax69Zs4bDDz+cI488krfeequ9/N5tVOv/143tVCFEP1RH217dLZX4rE8ZFzdFsNHOuDoPKtHun3BSEurYooGzpHuaRT6fWmO8aQpommr3r1PmlhCOgePgxmNqvlvi/0SOrOm6tDiS1/ETSbZ5F9C/XMqdbWxWs2gXDhJAmah4A0g6lrqar7GFEuGU6jZr8nwp3f6EsySlF8r0RB9NpVDqFvrR0XANDc1GdaWFYxCNqgiS15LfvMeK1kFKSTH9GxtMe9ZMWd7UJEsBfA6k926ZJ08r4zgOGzZsYNWqVSxbtozPP/+czz77jP/85z9UVVUB0KFDB0488UROPvlkTj31VIYOHZoRLZf9lXA4zIQJE+jSpQtPPPEEJSUlzTr+z3/+M1OmTOGBBx7g2muvbSUrM84fgJ81tVOFENOBa5JtW8NAuV4c7k1Ka2TtSTwsa96AWA/pzeasc2q8ESH4TIRh1g1ZF96YKeFFiFyvS9r12vMTZSW5gkQyUH5KN9ak2uWmcinvbUub9oX25CAdidKn2OvxxCEut7AkLoWjBwllJG0opasEvYQABFLX0XSVAxamAQlvP9Gm7zjqBnUbDA7MMqYspZCUw0H/BYxJY7TI2ag0Z548OY3ruqxYsYKFCxfy/vvv8/bbb7NqldJe6dOnD2eeeSZnn302o0ePxjDaQ3VB+0FKycSJE5k/fz6LFy9m0KBB2TYpHSJAX0g9Xh6gQoiDgOWo+ZO74QKLOC5aJUqNICFjTwep7kHZE2YUugDdu/ekp1XUsO5U96JGPp9ykgL+RICpvvPMkwpQWn7Wbq38uUKJ3MR3eD/V5m+BIeVS7tUlmGu0GwcJoExU3Adcn2xbLdvDW1gqOohOKcfUN4sGrZQyERqF3QbHoumq0DvJvLRso8sgRfRLmlqTyIhAHD5Tlq9I41SLgGMybmCePG3A2rVref3115k7dy7z588nEonQpUsXzj33XC644AKOO+64nHiY2R/YuHEjhx56KMOHD+fdd99tL6m2u0mjq61CiJRlBrWY8Xc5wi6iV2jPe0mJX3uq1pqG8PvUPE4VNvIKrJ16Z8kwEIaBFgyoUVUBb8C646gCbstCJiJHjrv7SJAcWXv8MszhvIkvhWo2cFq5lElHieUa7eIObsDtwFfJNhTQKdSBfo6Ubv3w2gwhGrZoxuOeCqnX+dawnTIHblCJBKlTSO9UdUe4OLel6Rx9j7xzlKcd07dvXy677DJeeukltm7dyvPPP8/YsWN58sknGTVqFEOHDuX+++9PqQWUJ326d+/OtGnTeP/993n44YezbU66XAWph1M24Gkg6RC7AizfMXwuJXbd2pNYfxK1R4CqJUpEiMz6GWkkHMm6mW3eKBFDUwXamud0ed1prtemryRhcid6JJEIaTGUBSmdIxv+3F6cI2hnDpI3xPanqMjmXpTSuzCOvnknW+MWsZZpK6R8qmzYJZDQKsodhNQooLdsRDF7gY7xuzRP1+iT1TnnnMOPf/xjvvjii2bZmCdPNigoKOCcc87h73//O5s3b+aJJ56gU6dOXH/99fTs2ZOf/vSnLF68ONtmtmsuuugiTjnlFG666SbWr0+pfdPqSCn55z//ybhx47jvvvsa27UE5SQ1iqeufTlQmWx7F2oLevLe9p1srY0SsfaqRdJVa77QdTUvzWciDF3VuXqOkSrA9kSEo2oUifA+UhNRGn5xC2FZgFLGziWEhEP4SBYm/xUBrDOg3RSoQTtzkABmyvKFQMrirq4MPUiXBRscabdS3Nw77W6+UY44SRJC9MRHQaqfvRr4aRpdawDHAic3tsPIkSN58cUXGT58OJMmTeI///lPcy3OkycrFBcXM2XKFBYsWMCSJUuYMmUKs2bNYsSIEYwfP55333032ya2S4QQPPzww1iWxS9+0eRUj4zjui4vvPACRx99NKeffjrLli1jxIgm5dt+AalVdBOUS7kepaGUlP7s6NRbfrXDkrG6Fkvpab7U1SHpuhqQrmmqFilRuJ2IEiUGx7quJ2Ych3DUm59mqykQ6sReQXj21x7pBQ36sJSubGokssCUcilTek+5SLtzkDxuA+Yl2yDQRG+O6eVgRhzpSAfbzmS6rcGFUn2RFRzpEOJg6d+7jhBQzxvA/6SZWgMlyd/4DjfcwNq1a7nlllt44403OPLIIzn99NNZsGBBMyzPkye7DB8+nD/+8Y98++233H333SxevJgxY8Zw0kkn5R2lfWDAgAHceuutPP/887z2WttkU2zb5plnnuE73/kO55xzDlVVVTzxxBOsXLmSU089tanDuwI/Sec65VI+SwrxYoARbOnVjWVhW9r1a0+dSLE3JiShVeR9rkQavayExCvlsJBxWw019wSGE+ND6pwkIBfWHheXnnwueyWf75vgxnIpk0r15DLtqki7IWWiogOwEBicbLuL43zLp6ssKvt1EF2EXtc6sB8iIUgPAnRsbK+bZ8rydAfN9gLWAHq6JlRWVvLHP/6RBx54gG3btjFmzBhuueUWvve97+WLYPO0KyKRCI8//jh33303GzduZPz48dx7770cfvjh2Tat3RCLxTjssMOQUrJkyRL8/uRCtZm4ztNPP80999zD6tWrGT58OL/+9a8599xzm9up+AUwLJ0dK4QwUPVIKT2v/9JtzRr6H9xBdMbUAj40TaXWDK9t3zDU/E3bqe9Es+26aJPUNPW+mahPSsz3TFQ35cq6LSU9WUJflje21zPAheXt0NlorxEkZsryXcBZpMgJa+h6L44cGKDLeqSsW+hbJZqUJdTTiUYBvZtyjmbQSFoyCVfSDOcIoKSkhJtvvpm1a9cybdo0li9fzrhx4zjuuON4+eWX82Mj8rQbgsEgU6dOZdWqVfy///f/WLRoEUcccQSXXnopW7Y02hGex8Pv9zN9+nRWrFjB9OnTM37+cDjM9OnTGTBgAJdddhmdOnVi9uzZLF68mMmTJ++LjMOhNFFSkKBcShs4D0gZjR/Bpn5DWLbJla56H3Vl3Rw24hYyEvEGrHtpM7e+Ey0xckrWDZO16qY0yJwqyHbpz3+bco4+Bi5rj84RtOMIUoIyUXEy8CqkmKUB7OTrSITNuhBCCxDcbyJJUmoU0w+DRpUN/gVMmCnL09Wc8APrgM4tsS0Wi/GXv/yFe+65hzVr1nDYYYfx61//mkmTJqHrzfK98uTJKjt37uSOO+7goYceoqCggDvvvJMrrrgifx+nwZlnnsm7777LihUr6Nq1a4vPV1VVVRep3rp1K6NHj+aWW25h3LhxmYhUz0bpvqVFhRCDUO+vKX+w9XSILONY3RU+AlrIRNOE0Dx9vcRctgYz0HJFQ68phAwzlI/oyPbGdlsFjC6XckMbmZVx2r2DBFAmKiYAL5FEDj5BNVtrtvGl2UF0bJ1YbxtjyAIK6IXW+Di9hcCpM2V5dTNO/WNUS2tGsG2bGTNmcNddd/HVV18xaNAgbrrpJi644AJMM+WfK0+enOOrr77iZz/7GW+++SYjR47k8ccf323CfZ69Wb58OcOGDWPKlCk88si+zyXdvn07Dz74IA8++CC7du1i/Pjx3HLLLZx44okZtBYH6IcSMkyLCiGGA+8AnVLtU4kvspDDtKDW19SElzNLjBvJkYhQcwjJSoaygCCNPnN/g3KOGh3lkuu02xRbQ2bK8n+iPP+UylRFdCnsyTGGLkMAOJ5mBbSPtFvCRls6BGU3CunblHP0AXBaM50jgCv20cSkGIbBj3/8Yz7//HNmzZpFKBRiypQpDBw4kD/+8Y+NDirNkyeXGDJkCPPnz+eZZ55h1apVHHnkkdx99927zYXLszuDBg3iqquu4vHHH98nOZBNmzZx/fXX06dPH37zm98wduxYPv74Y+bNm5dp5whUWcElzTmgXMqlqNTc1lT7lBAPnsyn5kHuak1pGdl1Uxfag3OUWHscadFDLuNw3mzKOVoDjGnvzhHsJxGkBN5Q29mQevgYwE6+Ca/js+0BEcDE7FZIidDJ7dkDMSLSlYbbmUH4KGgqtv8WMHGmLK9p5mW+A3y2bxamR0Kf5Le//S0ffvgh3bp141e/+hWXX345hYWFrXnpPHkyxtatW7n66quZNWsWo0aN4plnnqFfv37ZNisn2bZtGwMGDGDMmDG89NJLaR3zzTffcN999/H4449jWRbnnXceN998c1tE7DYAfVDDbNOmQoihqIHqKWc7AWyiKLqQg3c5okPcR6BbIcXCxJfToXSLOJrcYg1nqdaJmqbWnmXAuHIp047C5TL7RQQpwUxZ/gZwPLC2sf1K6R0awikdDVkcDsuaTa50tYSjmEtRpTpFVqlTJPuI7ozQ03COHkZFjprrHIESQmtVhBB1UgBvvfUWw4YN41e/+hV9+vThjjvuYNeuXa1tQp48LaZLly7MnDmTZ599lqVLlzJixAief/75bJuVk3Tu3JkbbriBOXPm8OGHHza67/Lly5kyZQoDBgzg0Ucf5YILLmDZsmU8++yzbZXO7AGc0dyDyqX8EjV14KPG9utGdeAMvurYX35pReTOdXYDvb5MT4BoCQlbdGnRV37Jd/nITMM5mgcct784R7CfRZASlImKzsAsYExT+8aoqarim5DA0qRwHcDQ0KVECg1NpJzO3Eq4nki4RDqudLVCehCki0g1NiSBRNoCcc1MWf6nfbx0ANhEkoGMrc3ChQu58847eeWVVyguLubqq6/m2muvpUuXLm1tSp48zWbNmjVMnjyZjz76iGuuuYb7778/X1+3BzU1NQwYMIBhw4bx1ltv7bV9yZIl3HXXXcycOROfz8ell17K9ddfT69evbJgLXPZBycJoEKIAOoh9aKm9o2ihZfRX69kmM8VwnJxTQMDiZQamtbWa0+DMSmOK6Nab76lN8uFSTydw+8HbiqXMh0R4nbDfukgAZSJChMl6JVS+bQhYXbVbGZ5bBfr1oRE4cBCikMhCrPyLheRsbifjnoHeqJjptMqsxUomynL32nBZSehnMqssXjxYu666y5mzZpFIBDgsssu41e/+hU9e/bMpll58jRJPB7nhhtuYPr06YwePZrnn38+7+DvwfTp0/nFL37B22+/zZgxYwBYtGgRd955J3PmzKGwsJCrrrqKX/7ylxnpeGsBNiqSlLKuqDEqVBvatShplSZLN2oxIl/Q0VpN6ReGKO0TpKBLMaVZKfmw5XarC6v0/mxwgtjprH8R4IpyKTPW2JNL7LcOUoIyUXEa8BiQ1iprE4vv4NvNMXZ0LBShAqhPtwmE0n9o8DHBnl83pOHxLi6aFw3a7VxSw6QQH6WYFKU8VxL+Dvxspixv6bTN2cDEFp4jI3z11Vfcc889PPPMM2iaxk9/+lNuvPFG+vfvn23T8uRplOeee46LL76Yrl278sorr+S73BoQiUQYMGAAgwYN4je/+Q2//e1vmT9/PqWlpfz85z9n6tSpdOzYqJ5bWzIV+H1LTlAhxAjgKSAthVEb7G8o3PY1/QyTQZ0Rosm1Y8/PG8PFRXj/dl97oIjtdGMVnVmHnn6a733U+JB0pzO0O/Z7BwmgTFSUAA8AU5pznEVYRtkZr2KzgLjrCjfuYAVM/JZNXJoEAhq6a6CbOkbKO1QisbGli2NFqNV8+C0Xx0Zq/gK6OH6KfUE66k10pe3JVuDKmbL8H805KAUdgY2ALwPnyhhr1qzhvvvu48knn8RxHCZPnszNN9/MoYcemm3T8uRJySeffMJZZ51FTU0NjzzyCJMnT862STlDIooEcNBBB3Hddddx5ZVXUlRUlGXL9mIhqp61RVQI4UMN/b6FNKJJCSIE2EqX+EZKZTXdcATROFbAj991cWyBFjQxpUDTTXwp6y+8tQcXx4oSFj78joMTQ8YCXamSndmkHcR2059eGq3ePLgZeKg81ybmZpgDwkFKUCYqTkU5SmlJyjfEwbJq2RmLUr25hq2RarbFbaLhEKHDS+ni94tgaudCQoyYHcNyDULrg3Q0gxR3DlDoF3VTCpthCvwZNTqkpVGjBJej8uY5yYYNG/i///s/Hn74YSKRCD/84Q+55ZZbOOKII7JtWp48SVmyZAnHHHMM8Xic5557jvPOOy/bJuUE4XCYK664gmOOOYZLLrmEYLBRkdtscwhK7LDFeNGkaaRRF7snNsLZiS9Whbl5G/6qTQTNGvzbTToMLqZzh0JR1MjaI3Goch02O0Vs2dSZarsYq1sH4n5935q05gC/2p+jRg05oBwkgDJRoQMXAL8Berf0fA627RLXwRXKX3dRAwQFGjoaJgKjOSmzxvgHcOtMWf5VJk7WgPeA72b4nBln27Zt/O53v+Ohhx6iqqqK008/nVtuuYVRo0Zl27Q8eeqIRqOMHz+eDz/8kCFDhrB06VL+9Kc/cfnlrd4kmiezlKPWiYzg1SaNB+4GRrT0fDbCieHXbAqEg+ElzQTgomPhJ4ZJBJ2MBHneRxVhH1CTyA84BylBmajwo2aOXUea9UlZZB5QPlOWL2qFc/cFVpMLY6HTpLKykj/84Q9MmzYtPxg3T07hOA4/+tGP+Mc//sGMGTOYOHEi5557LnPnzmX69Olcc8012TYxT/osJ8Uw9JZQIYQG/AiVdmt2NqON+RjlJM5tr/PUWsIB6yAlKBMVBqql8ypgXJbNachO4Eng4ZmyfGUrXufXwJ2teP5Wo7a2lkcffZT777+fDRs2MHLkSG655RbOOOOMvKOUp82RUnLNNdfw+9//ngceeIBrr70WUB1u5513Hi+++CIPPvggU6dOzbKleZrBsSgnIeN4EaUTUWvPOTSjRqmViaIGnP+pXMpW+dnbCwe8g9SQMlExCFXIfRYwNAsmxIA3gOeBv8+U5ZE2uOZi4LA2uE6rEYvFeOqpp7jnnntYu3ZtfjBunqxw7733ctNNN3Hddddx//3377bNsizKysqYPXs2jz32GJdc0qyJFnmyxwOoLEOrUiFEd+AnwA9QTllb46LSaC8CT5dLuSMLNuQceQcpBWWi4hDgTJSzdDxqyn1rsBGVQpsDzJ8py2tb6TrJ6Iuam7NfYFkWM2bM4O677+arr77i0EMP5b333sul1uE8+yl//etfufDCC5k8eXKdPMWexONxJk6cyGuvvcbMmTOZNGlSFizN00xWAgPb8oKes3QGav0ZC7TWDKadwJuotefVcim3t9J12i15BykNPNHJYcBR3usIVIF3V9SAw3SoQTlDy4FPgH8D/54pyzdk3OD0mQo8mMXrtwqO4zB+/HgWLFjA+vXr8w5Snlbltdde44wzzmD06NG8+uqr+P2pn6XC4TDjxo3jk08+Yf78+YwePboNLc2zjwwFMt0YkxZevdJA1LpzNHAk6sG2O+nLskRRa89q1LqTWH/WHIh1Rc0h7yC1AK8jrjNKdbULKodsosKVNhBG3ZgbZ8ry6mzZ2QjzgVOybUSmWb9+Pf369ePyyy/noYceyrY5efZj/v3vf3PSSSdxyCGH8K9//Yvi4uImj9mxYwcnnHACmzdvZuHChQwaNKgNLM3TAm4E7su2EQ3x6pc6ohylbihnqeHaE0ONjtoI7Mo7QvtG3kE6cCkGtqH+U+1X3Hjjjdx///2sXLkyP2E9T6uxevVqjj/+eILBIB9++CHdu3dP+9g1a9YwcuRIOnTowEcffURpaWkrWpqnhSygHcig5Mk8+7WDJCpEAOVhd0dFebqiaokMQLK7p70B5W1vkuUylhWD25Yy1JiS/Yqamhp69erFuHHjmDlzZrbNybOfsnXrVkaNGsWOHTtYsGABQ4YMafY5FixYwNixYzn55JOZO3duvqEgd3FRa0emhHlzlgpRVohaKxNrZmfUQ3RizbSoz4wk1swt5XKmnRWDW5n9xkESFeJg6muEjkLlatN/pNuddcCneHVCwL9ludyUCTtziL+iBDP3K/7whz/ws5/9jA8++IDjj2/xpIA8efaitraWsWPHsmTJEt58880WCZU++uijXH755dx6663ccccdGbQyT4b5CfCXbBuRKSpEmQYMYPc18wigwz6czkUpjv+7wevTcjmzMjPWZo926yCJCmGgusvO8l6tnchfCryMqvhfJMvb9QwaHdiCymHvN0gpGTZsGAUFBSxatCivhZQn41iWxQ9+8APmzZvHiy++yFlnndXic1588cU8+eSTzJs3j/Hjx2fAyjytwAsoraJ2S4UoCwHfQ3XHnYmqXWotJPABar2cAywrlzPbnbPRrhwkUSEEMBKXKxCcicjSAu+wXVSK96Qu7zGmmcstGd+ZFTv2nRNQmhf7FW+//TYnn3wyTz31FBdddFG2zcmznyGl5JJLLuHJJ5/kkUce4bLLLsvIeSORCMceeyybN2/ms88+o1u31ly38uwjNUApqiyj3VAhynTgdAf3Mg3xPYHIyvA7C2ddDdF/VhN94C/8a50trZps2NFc2oWDJCpECDgfpTiaWxNKLf6Lyf8Bz8tyGc22OWlyK7DfxfMnT57MvHnz2LBhQ64PwczTDrn99tu54447uP3226moqMjoub/44guOOuooxo4dy9y5c/PRz9zkeGBhto1IhwpRdhBwMWoQeZ8sm1OHREoLZ74P4wFgfrmcmdOZmJx2kESFKAR+CVzLvuVG25JtSO5D8PvA/4aiEVmbu79Ypdb9vWwbkUm2b99Ojx49uPzyy3nwwf1O2ilPlnnkkUe44ooruPjii3nsscdaxYH5/e9/z9SpUzMancqTUW4G7sm2EY1RIcoOlsjbBeInpK+TlC1WSOT/CsTf7uZlGZWRnFszc9JBEhXCh/J8b0PpC+0bEsxaP/7qgHrVBNHjBpqrVG5dzcXx28QKo8SKIsQKo1iFLWxgc9jMDjGNd/i9XOq2pSp2uviAXcB+FWJ56KGHuOaaa1i8eDGHHdauJ6fkyTFmz57NOeecw4QJE5g9ezaG0Tojs1zX5dRTT+Wjjz7i888/p3fv3q1ynTz7zOtAThaJVYiyUuBGify5QAT29TwukjjUvSxUBXbCS9CoF/vzkRBfatnDgo3z5QZ23buIlX9dIr/OqYhSzjlIokJMBH6HUgttFgVbiile35HijR0o3lBK4eYO6HbzWmcd06a62y6qeuykqvtOqnruINxpH9KlkmUIpspyOb/5B7cqJwL/yrYRmeaoo44ClHBfnjyZYsGCBZxyyikcdthhvPXWWxQUFLTq9dauXcvw4cM56aSTeOWVV/KpttyiFpXJyJk6JK/GaCpQTjOzLBJJDVCNKrCqQfXvN9ffMaSahZJ4FQH+fXCadfjoSgAAIABJREFUJPJdgbiqXM78otkHtxI54yCJCtEJl4fQmJz2MY6gdG0XOi/vQZdl3QlWts6bV7hjNVsHbWTr4A1U9t6O1JrxO7N4SvtKu8F53tlqCp9hyXi2/3PdBvwmyzZklC+++IJhw4bxu9/9jp///OfZNifPfsKXX37JCSecQOfOnVmwYAFduux7MLs5TJs2jV/+8pfMmjUrP68t9xgFfJhtIwBuF5MGaYg/C0TaOhM2kl3AdtQgNrs1/G/PYerovQqb4SxJZDyCdc8nrLlrIautGBFhS9tpBSvTIiccJFEhJiJ5BEHXdPYPbi/g4E/60+O/ffFFW2uGbHJiBVE2HLGW9UetJtohnN5BUbFT/1L/X/GSeMGS8XWta2GTvAmcnGUbMsqtt97K3XffzYYNG+jaNa1bKE+eRtmwYQPHH388sViMDz74gP79+7fZtW3b5phjjmHbtm18+eWXFBa21qzSPPvAr4G7s2mAFzW6RiLvSjedVoVkI5KtAG0clQxIpSfQlfTTcbXEVn/C2hvf5Yu3HWllbYhuVh0kUSFMVDrtqnT277SyK70XDqTjqq6IFuY9W4oUkm0DN/L18cvZ1TdNgdUwDxHiWlkus+UR73f1R1JKBg0aRN++fZk/P9eymXnaI5WVlYwePZrVq1fz7rvvcuSRR7a5DQsWLOC73/0ut912G7/5zX4V8G3vZLUOqUKUdURNQGhyhqZEsgUld12bA5laTaqC4oOBUBrrt4u0Y1hX3iNnP97qxqUgaw6SqBCdgVnAmKb2Lf62lP5vDKPzN22kDyJl2l62RLJjwGZWfG8pNd13NX2Aw2vap/pP5Vy51ZVOW6fb9jv9o//85z8ceeSRPPbYY1xyySXZNidPOycWizFhwgTee+89Xn31VcaNG5c1W84//3xefPFFVqxYQc+ePbNmR57dqAVKgDZ/yK0QZcMk8iWBGNDUvltw+RqXmMji+BpJ8nomqaJJvUmvVsnG/d1T/Ot/17GtSkq3TR2WrDhIokIcBrxEE4XYwR0FDHz9MLos69G2EaM9HSQhQNPqtyVeDQ9Bsnn4t6wYt4RYcaTx88f4ls3iLPmE+98MW94UvwCmtfE1W5XbbruNu+66i02bNrVZjUie/RPXdfmf//kf/va3v/HXv/6VCy7I7iSetWvXMnjwYC644AKeeOKJrNqSZze+g5qs0GZUiLIzgWdRNdApqUKyGqjJgYhRSgfJQ5NqFlhvQG9ifQ8T/7CK8Jl/kq+3abqtzR0kUSHGoEZ2NJpY7/XRIRzy5nB0q3VaahtDSqm6RzQNhEDo+u4Ok+MgE06Su3tXouWPs2L8Z2w4Ym0TF2EngvGyXH6c+Z8gJfvd/LXhw4fTpUsX3n777Wybkqedc9111/HAAw9w7733csMNN2TbHACuvfZaHnzwQb744gsGDx6cbXPyKH5CG85lqxBlVwB/pBF3w0HyNSqdluXqk91J2NKIm+GXMBDo0IThEvmlQJxSLmduyJh9TaC11YUARIUYB7xKI85RYEcBRz41msHzRmTFOarDc4iEroOmITQNoeuIhNOUIgVnxnwcOudoRjx7Av6qRkp9BKVI3tQu1CbqQm+rv8NRbXSdNmH16tV8/vnnTJw4Mdum5GnnPPDAAzzwwANMnTqV66+/Ptvm1HHzzTcTCATyg2xzizZ7H60QZT8H/kQjbk8lkk+RbBCN7ZUNBEjRqHMEEBMqHLcKidPIzgIx1MV9/zRxxNGZtTM1beYgiQpxMmpoXUqvodPybhz36Cl0/PqgtjKrcRLOkWkigkFEMAA+H8I0VXRJS/3r67yyOyMfOYUOazunPr+gSPaTz7q3u23xBy8E9qtH0Llz5wJwxhlnZNmSPO2ZGTNmcN111zFp0iSmTZuWU9pDBx10EFdffTUzZsxgxYoV2TYnj6JNHKQKUfYzVBNTStYjWQLEcuGe9bIuwjAQgQBaQQgRDKi1s0FwIfmxsFHAYiDSiJOkofU7lgGzKkRZj9b5IfYwqy1SbKJCHI8abxFKtU+vBQMZ+OZ30GSbBrWSIqVUf1DDUM6R3w+GcpZwHGQ4oj66LjIer0/JJcHVXJZN+C/rj17dyAXZheAk4399n1sy1lrFf98F3mulc2eF008/nZUrV7J8+fJsm5KnnfLmm28yYcIERo0axbx58wgE9lmEuNXYtGkTffv25aKLLuKRRx7Jtjl5lJ5iMa1YqF0hyqYAKQvPXCQrkGzNBccogZdpwTQRhuEFGAQ4LjIaRTqOKktxGv+1GRKG0HjKTSK/EogT7+DFHba0Wk19u9W9EVEhegOzSeEcCUdw6ItHM+iNwxA54BwlQyY8WlEfw5QoR0p9O/UfUnM1hs49ksFzj0gdahR0wGaeO9I+PHNW78V+lV6LRqO88847nHbaadk2JU87ZfHixZx99tkMHjyY2bNn56RzBNCtWzd+8pOf8Je//IUtW7Zk25w8ai0b0lonrxBlJwEpPeG4FzXakm3fKNl6JgSYhgooBH31nxtG4xGkBtgCPgc2Np5uGxLFmtuF4laNJLWqRyIqRAGqWy1pzkzYgsP+fjw9PuuLyLqy0R5IqSJEjgNxC6IxiFvIWKzeC3bTd1x7fTKA4S8ci3BT/JQG3d1T3D95c+hag/3KQfrggw+IRCKceuqp2TYlTztk7dq1TJgwgZKSEv75z3/SoUNuz8K+9tpricViPPzww9k2JY+iVd5PK0RZP+AfqJFnexHznKNqQW6tmAIVMfL5wDSRRYW4RQXIDoXIkkJEIIDw+RCGmVadlBSwCvi2EScpgHnsFE66PWM/QxJazUESFUIAfwZGJN3uCIb9/VjZeUX3fb5GqyYHhUAkutQcB+k4yHi87vM92/zTodvS3gz/x7Fq+l8yTI7F4mFfJ59PFxmfiLlfOUhvvfUWuq4zevTobJuSp52xfft2TjvtNCKRCPPmzWsXGkODBw/mtNNO45FHHsGyrGybk6cV3k8rRFmhRL4EdEq2PYbkv9hEcsgvqkfVHqFpiKAf4TeQPgPXb4LPrI8i6ZryftLxkgR8TeNOkg/j0lvFD6/yi2BQa4Vmp9aMIF0LnJt0i4Thz4+k68qeYl+94N0kFhrqFCUrnN6XOivXRUqJdBxcy0Jalqo3SjhJrlsXQWpOHVfXL3px6JxGarJNfuqMd+8SiEzOFzCAQRk8X9Z59913OeqooyguLs62KXnaEeFwmDPPPJO1a9cyZ84chg0blm2T0ubKK69kw4YNvPLKK9k2JQ+0xo3ziEB8J9kGC8nnQDybwo970WDdky7SdhCuC5aDtB2VZbFdiFngqq+lbaOKVtJcMz0naUMj+xvoD53M0MkaWsazL63iIIkKMQS4K9X2Q94YTteveu5ziLDOOUq03ptmXTH1bh1mQuxTlEl410ik2XBdpG2rV5IIUnO7Xnos7kvf91I3lLkDnJ+55zkH74PpqehPipBteyQajbJo0aJ89ChPs7Btm8mTJ7Nw4UKee+45TjzxxGyb1CxOP/10evToweOPZ23yQp56MvrAWSHKfgicn2ybRLIMCOdaWq1+pVRItU5ixRG1EbTqKFpNBBGJIi0baVn162ZzFmYBq4EdKQ4SCO1w+twxkaNyP4IkKoSOSq0lnSLbdXEven/QsntLQL0WUaIVv6FGkaapbYn4VDoOzB6/ewEgZX2azUu14bop1bSbw4C3htN5WYr0ooGfHjztpSkzwX4VPfr444+Jx+N897vfzbYpedoJUkquvvpq5syZw0MPPcQPf/jDbJvUbAzD4MILL2TevHls3rw52+Yc6PQkQzMtK0RZZ5TWUVJW4bJTtJGgc7Mv02CJ8tZKadkQt9BicbRoXNXwxuJqm9fBJvbwrdK5zDIgnOKgIGaP3nRuVBJhX2iNCNK1wHHJNhSvL+XQV45Gy8RlhUAmokd+PyIUrH8F/OAzVVGYaUKi5dBzmpr8u7SBky4QDH/hWAq2JE8RyWJ5JHBxhi63XzlICxcuBGDUqFFZtiRPe+G3v/0tjz76KDfffDNXX311ts3ZZy688EJc1+Vvf/tbtk050BEoAehM8BApGpk2I9mElqXIURMr5Z4meQ6QjMaQkSgyHMH1PuJlX1LPOW3aW3IEfAHYKfYtIXhxhSg7pskTNYOMOkiiQvQFfpv0QnGdYc8fi25nKIfqRZCEYSB8nhPk96P5fKoYzOer+1wzTRVdSkSYSPLnyML9Z8RNhv/jWIST8uL/J24UXTNwqf3KQfroo4/o379/fvZanrR44oknuP3227nwwgu58847s21Oixg6dCgjRozIO0i5QYvfVytE2enAecm2RZCsgrZdm1pyrYbjt2wbNxaDaBRsB+m43qLrXUBoSiOpmUS97rZkCIQGPP4DMTJj5SSZjiBVkCK11u+NobJgV6Nz9hqnYTqrwZw0qXuOj9+nKuV1HWEaCF1FjYRhIBOjQrwIEuxR4I1QfzCheVuS/OFaSVCzaEsH+v1raKrNxTjcqwndbOFl9isH6ZNPPuGYYzL6oJBnP2Xu3LlcfvnljB8/nscffzynVLL3lXPPPZeFCxeybt26bJtyoNOi99UKUaYD9ybbpuqOHFKpwmQc0cBxaWwdbApPAkc6qlBb2l7NbuJUmlDBDE3sfh2Z/rW2AttTR5wO607JNYYwM+LbZMxBEhXiO8CPk20rWttB9vykv52pa4GoK87WDAN8JtLQ1Eefp34d8CFCAUQwgOZpMKg2Q72uiLuuuLsghFZUiCgqQBQXKnl0b/+k90gDRysT9H1/CEUbU+iwFHK+vNltaR/yfuMgbd++na+//pqjjtqvVAvytAIfffQR5557LiNGjOD555/HNFv6nJEbJOqn5syZk2VLDnha+r56PjA82YavickqIVpNIboOr45XGAYiFEIrKkAUhtRa6PfXte636PymgQj4ESWFiM6liE4liC6laCVFanxXwA+61mCtbTq1txLV2ZeMLhRfdxtnZ+Q/eyYjSHeRxJ0QjmDIy0e6mmxxFMQ7oabqiXQdqWnIhFKnriE14X3U6uuOTANMA6mJujSbEKJ+CK1pqlScz1TzY3y+Opl0oem7hwX3siUzTpLmagydc1QKZVJMtNQdgWlQAGSyIy6rLF68GIARI5LKa+XJA8Dy5cs544wz6N69O3PnzqWwMJOqGdll8ODBDBw4kJdffjnbphzo7LODVCHK/EDSCcRRJGvBFW0xKzWRXUmsg6a3DprmboPa62huJiXRQOXzoYVCqj64uBARKoBgwMv2aKpjvO7UTa+rloC1KbbpaD1c3CuaZ2gK8zNxElEhjgOSTgw9+JP+lOzoqO9TYXZd2E8ghReaC/hwS0LYRSaxbiEiXf3EOphEOvuxAzq2X0fquufXeGE8KRHCc450DekzleMUCuAWh7BDPuyOBTgdgjglAezOhbh+Exnyg9/zbhN1Tj4TgoE6x6suj9pCX6l4UyndPuudfKPBj0SFOHQfT91vn43KQT777DMADjvssCxbkidX2bRpU90Imnnz5tG1aybK+HIHIQSnn34677zzDpFIJNvmHMj0b8GxlwB9km34Gokh/HqrFB/t6d8IoZSvg34cn4FTEsIt8OME/MhQQDkvuqoblo0FC5KdG9TaaRrIoB87aGKVBol3DmGFDJxC5ZDh6TvuVoiehiO2GahN3fp/S4UoSzn7NV0yVcx0TbJvanGNfu+p+pomq/ClRNa15StHps5B0jQlQBXwQ2EQgn6sniFiJTpOkYEbNNGrJb4aFzNso8clwhOqEq6jhBw1gTB00HzoUiKDPqTfh/QbuB0COKaGqwO6hlYdRy8KocUctC2VynbptfoHfCB0QIIrkbVhcD0BLNtpdHBtUwx4Zxibh3+L1PfSHBDA1d6rubTJ1OO2YunSpXTu3Hm/W/TyZIbq6mq+//3vs3nzZt5++20GDsxUo1FuceqppzJ9+nTef/99xo0bl21zDlS6ADrNHFpbIcoEKdbMGlx3qyrOaZvONV33okZ+3OIQTshQa6DlYuyoBYRq049bCCF370JruM5Jt6GAoLJeCJWFCfiRgQBOpxB2sYEV0tGLDXy74uhxFyIaIhZHxi1ApL+GCvhaQrLIgUB0AX6EkhzaZ1ocQRIVoiswKdm2rh/2tn01SWu2FXsUXotExMfQQdPVR1PVDUnTgKAfaZrI7sU4HUM4pQEivYLES33EO5k4IR3XryMNUVcn5Hq6Ra4EKTTQNdxgAEJBCPhxOxTiFgSwC/04pSHcwgBOaQhZGEQGfYiAH82napUIBhA+P7IgAIEAwmciTGWr8LzslhSBBncV0POTASl+V1yof1ffl1qkfZ/lkoN8+eWX7Ur9OE/bEY/HOeecc1i8eDHPP/88xx57bLZNajVGjx6NYRi8/fbb2TblQEYD9uVJ7WRSpOdWYrVy11pizRX1dbi6jiwIQsiHG/ThFvpxgz5kog63LsUmUD+yJ5ejaSqzkyiyriu0blCj61PlKrLAj1vkww2a2EUmbsjACZlIwwDDQDb4oZvz4+8AqlJEkVzkzwxhtii3nokI0sXAXvVFwtLo9eEhbroOgwSE3wcFAdyQD6tQJ15qImwXITTMGhcMDatbIUaxQffe1fTqt4t4sc6u2gCrtpcSdQ1cQ0ev8SPiDk5AQNSHZrlocYkWtSHkAwSOX0cWBnD9BnZQYAc0HL8OmgThw94BRkSAW6Tk0k3l2TpBExkw0KsthG1jIKEmrDzoxM/Rgl9mnwWDWXfMKqS2VxSp0B3h/pQUeetG2K8iSMuWLeOcc87Jthl5cgwp5f9n782jLb3Kct/fnPNrVrO72lW7ulSlK5KQQAIhiAgqcnLpvNKoiBfEM3LAAQhXCdjh4Y8ygigcUaQRZFwPQwVHLC54zfEKSiMaBSQXMIGE9KlUqttVu1/d18353j/mt3btqlpr126zK5X9ZGTsXd9ca6651rf2N5/vfZ/3eXnjG9/Il770JT71qU/xspe9bKOXtK4YGBjg2c9+NrfffvtGL+XJjt3A0WU+5629Ds6Ru2mw4eOhPULA4TtFaOX/qRUSG8RotBTzqS8fHSorx6MQIoPEIS4KUVnmAwTNBIqyDquw88JvtE/R6axANTNMYTAqxMxmBNMZFDl0Em/CDMvXOCl4THr3fdGoZ/0iP/qjwBdX+imtiiCVrtlv7jW2/Xu7XSWtLjr/PJlQyocTy7ynGx2g2F0hHxSKusLkAepYhh2IsXWNHRW2Xtbhkm0N9uyc42BjmElX4fDcMEppihlBQo0LFS7PMGIIpzMogMDgnMMNxkigsJHGVjSiQSKFizVFYHFhgGsagjYQ+C+KU2DrAVYLumYIWxbTLNDWeoF4kvooo8iKSVKlUWXs3t2cuObI2YND/Dd1i3qv7F/Wt+iCiSBNT08zOTl5waZNNrFy/PZv/zaf/vSnee9738tNN9200ct5XPD85z+fj370o2RZRhSteRuqTSwNy7q+3qJecxHwyl5jR3Gi1OPVbO1UmkyV8hYElAUCX+zkg0Ve+6u0hihCxSFSq8BgBRdqtBlE5Q4lGmUFZS2Spqgw9JKZagWlNDZ3BK0CMkFbRTCXQ1qg2ilY54NPC3e1voaSZ2Ma7xlV7bHrbmPwrayCIK2WqT4f6KksvviOK3VAoJfalE4CjSu7/8pFNWQ0ItobILsryFhIsbeCHY7IhwPMNketnjE02GH7QJOBaooKHS5WuAqYHYIMaPQWCHcFyJDBbou8+KwbQowMLtTYQOGMwinBGaEIBBt60mRjja1H2GpEUY0ohiKKWkgxEOIqAS4qPSO0ofuFW20ECWDPHX3SbDGXkdOzmeEiuGAI0kMPeYuwpzzlKRu8kk2cT/jIRz7C+9//ft7ylrfw3//7f9/o5TxueO5zn0uapvOVnZvYECz3+voavG7pNBQIU4RGs/Yd6XtDzvjVt9XyTWbL/qNZGdVxDjEKAo2YADdQxVZjih01XL2Kq8XIQBWiAIkCiCMkMEjVFzgJoAuLSS26UxBOJ+ikwDQTyHL/moU9fU3LkaooONa3BUn04rJicEVYbYrt5b0ODh0eZfj46NJmKEN3WhvSuiLbE+EuMlx+xRRX7JpC1R3NNOI/j25ndqaKtprObMwjx7cwkdQYlzp3HN3N3FyVMLYMDiXUdiXsHW5w6fAcOlFMJlXuGh/j5JEBtFVUJjUqE3Tq0OJQ4tOnRVMhoSYdCdAWogaINkgINtJIACgwVmESRzCXgS0gTSHP/dtZA0PJLQfHqE0M0t7WOHsw5KeAu5Yx3QVDkB555BEALrvsgirM28Qq8NnPfpa3v/3tvOpVr+KjH/3oBWEEuVQ8+9nPBuDb3/72pnHqxmG519eee+YJwCmFXndhdjdUo0AJ5KWb0GwLneeEFX/zH8wm6DSHJPUkBpBKiAxXKbZWSXdHpFsNugDTDqgdUuhOjLJgGh2kGiNG46xFO9CtFNoJqmsa2UlPFTbl+anmbCvcPk+guBQ56/Mz6Bj4CeAfVzLvagnSK3od3HnX3mVNorT2EaThCFuB8GLLtl0d9mydZe+2OR5IRrhXBpiJI/S0wsw6JmYHOVnUeUwGabVi8o4iDixB3TK8fY5Lt0+yN2ixI0+5vz3Ko0Gdx+wQ0ZzCzgiBCNoKumPRThAlmMIgsQ83aqvRDhTiT7QBFylMATovCJrWhxSTDArr2fcauW0rFDu/t5eHX3jP2YPCK2BZvkgXjAbp0UcfBeCSS3pWx27iSYZ/+Zd/4fWvfz3Pe97z+Ou//muMeZyyE+cJLrnkEkZGRjYjSBuLJV9fb1Gv2QL8eK+xk2u2nKWgJBHCfBN2VeSotqDyAtMyqKJAkgyyDCXihdxRgASaYmuFYliTbgE0RHMB4YwQxBEms4jSSBxgFWjnkKTwspOsQIoCSRNU4fx+WfjAAtatKvVSKJgW2Np7+BWskCCtOJynblFX0UeJP3b/8vZkEc8cRcSnvQCMRccWFVuyADqhxuEgFWQS2jOG5smQ8ZN15poBSRJQq6SMDje5as8JRoYb7N06yZZtcwSDCcmIpaiCjR0uxJOaNCeY66CbKWa6jZlJ0DMp4bE2ppUTzCSoRgppjulkmCRHdXKCqQSdZF6YlqRInuPKCNJaYey+Pp+h4ofVLWrnMqZazmPPaxw+fJiBgQFGRvq4jm/iSYPvf//7vPKVr+Tyyy/ntttuo1pdk8bqTygopbj22mvnvcE2sSFYzvX1ZfRIr6U46ZErWCLOiLqceY9+lu/RgqGyb5oUBdJOkCRFNTteF9ROvHi68KQGcWU/te5e7XAWRANWUNogRiGB8RVwgYFQ++K2sjeb5DmSpdBJkDyDPPMEzTkfzVolpvoPvaK0Vlg2VhNB+sleB6MTlaI6W1/6vN0Gd9YRNAqqxwuKowGP6S3M5DE79Az3TI3R7lQppmPMlPc7ipqC04qkpbGRor1VEdUsTx2a5drqLJfWp8lxzIliXGmCaoEaLCDTuIr2XkOu8BGgJAPrMC2FFtADEUy0vGAtDpCGP/HFQEAwm4E49GwH1UpwWeaV/NJ9Oyv3QVqIgfFh4tkq6XBPI7iXsTR/hwi4YHaOo0ePsnv3BRMQ28QK8dhjj/HSl76Uer3OF7/4RUZHl5jOvwBxzTXXcODAgY1expMZy7lb67lnniDJUNXl62S6QmbFAm+iMx6zsH1HL5PI0gYH8CRGKQhy/3s3wlQ+Xac5zCVEEx1MW2OSCIwmmgOdOoJcEK1woUaJoK0/rpLcV6nlma90677eaetZ/Z45he9h18M/ag9wLcuTpgCrI0g/3Otg/cHBhohsWQ5JUHgNkHEalYJqC9PNKrOzmgen6uSdiPZsiJkxkDmChkULOCVICNkWjVaWncMthsOMp1WnqIQJM85wT2uERGsK7dAIBBAa640pAToZKs+R3IJYtDao3KJ16ZmUFaggwBmL6RTorEDSFJodf9KT9LTSxLXSQCgUY/ft5vBzevYufg5LI0gXTn8FvEPyrl0XjKRqEyvA9PQ0L33pS2k0Gtx+++1P+nTrlVdeOV/duXVrnwTDJtYTy7nG9twzj5HmIpV4KXvHaTfg849f+FPOONZ94lm/LOBO4hvKekGJN1nuvlb3dZTxkpLcYVo52oXISYvSGu0E3ba+S4VWYBRYhyoKVJKjrIM0KyNQnE6Q1lBylStoCAz1Hn4OjzNB6tktdODhYbtckiAikBcwl6CcQt0fkVtDkQWkqvzpQqJACIAiBiUKF2gIBBl06C2OozZmsKjy9RO7GSTh4Mwgs05x1A3RlAq7t8+wcyjj4uEOj9YGsHnB4SgmHHeoOUs4YwHrXT2N8S1KjEZFIUYpJAxReYGyBWJdSapY4B66dhEkgC2PjvUjSEvt1Dq4Jgs5T3DixInNFiNPYiRJwitf+UoefPBBvvjFL25+F4B9+3zF6yOPPLJJkDYGS7rG3qJeMwz0LL+dJM8Gl7tndBumaw2mbHlV7j0i4k2WlfLVYVHkIzfW+qKiwp7tNySOU9ok67tZaDXvY6SUnx/n0FMtXGwIGgbiCJ3kKAfEAVopXGhQmYU09xmaduJdsvPcp9tY231yIWbpS5BuAP6v5c63IoKkblEj9DnZlaO1bMnzdH8pBc4qzdBWULUAHolQzQqWCIkMahgk0hSDGlvXSKgQwA4JDFnCyJJXFXen2+hMBUxN1giaGp3lzMQVzPaMbUMtrtkxw5XJHFfuCrh7Zhv3F0OYEU31YYhmc3AOlxcoVZSdjhWSF6XraIG4MqzpxHtDGI04h0LNn/y1wuDRvtHb69QtKpL9cq7P+oKKIE1MTLBt27aNXsYm1gFZlnHw4EFarRZbt25lz549PopbwlrL61//em6//XZuvfVWXvjCF27gas8fXHrppQAcPHhwvqptE48rlnqNfVavg23yVkohy7qT7RIjrVGRT3Op0qtI8sI3hw0Df8seBp40paXeJ0kQlfs99zTd7ALhtlKyLFFJAAAgAElEQVSecKnSaTvw7UeULpvKZhk6dWC8f6FyeMfspkKFBheHqE75ep0EyQucLXy7sHVGs//QUoMKp2GlIu2eJ1vPmSRqx/myq7nEezB41pmhGhl61sK0oBsGlcBQmEAAKhTyQe9TlFc1bhAkdqhaziwhE0XMHcd38vDUVh4+uZXxE6OkrZjQOi4anmPn8BzXX3qM0d0JW3YlqN0KO2iQqkac+P+tRWwpTssLX8Kf+340WDufl+2+z3nWztql2MC3Hgk6Z5mUA8T0Ng89ExdMBElEmJ6eflLrTS40iAj/9E//xMtf/nKGhoa46qqreNaznsUll1zC9u3bedOb3sR9992HiHDzzTfzuc99jj/+4z/m53/+5zd66ecN9uzx3YcOHz68wSt50mKp19ie7HWaTltjwkX3zDPTY2X0SEWh7y8ahr4LRRCgKrH/PQxxQzVUJfa+RLWKbwwbhJ7o9H0hmdc0KaN9Cy1jPBErCZJKMi9NmW2jGh1odWCuhUozaKfoRgeVZKhG21fCpTkqK8DJ/N65XnYcixCkZ9yiXrNsN9WVpth6dpavHx2yAwzvXvKbP/NxrrQ0b6fYsQr5oGFgIOHSy6a5bM8UJ5MKjSTmP+NdFKlB5QqD8sQp0thcYC4gmw4JJzVqGsJcceXWSZ4ydJJLBqd4enWKHbFvwre91sJd75grDMdOxJysRIi1aFuGIMuGuaobZux2Ng6CMlxpfdSoa5Pe/blGUCiGjm5hat+JXsNPA757jikumAhSs9nEObdZwXaBYGZmhje84Q387d/+Lbt37+Ytb3kLz3rWsxgaGmJ8fJzbb7+dT3/603zqU58iiiLa7Ta/9mu/xs0337zRSz+vMDo6ShiGHD9+fKOX8mRFndPFP/3Qc8+cQ9Uq1MKl7ZkL3K+jCEJPfKQaY6PAR3MKhwvADsa4UJMGChcb6BQE7ZRgJsRMK3/Dv1AwPS8I8hkSFQSoKEIqMdRiJPLyErLCEyIRVCkzUQrQ6pSfkQnAFqiSEMnCKrW1ccLpixTIEcKzxU0RsA/4wXLmWylB6llKNHJiay1SlZWzhDKS5ELlT7K2VLd78fXTt4yTBoa757bxrZntuFRjmqAtoDRiBZxB54pwVhPNgslgSGfscCl7XIsfHzpGqASFsCVOGY4z2kMBx8ZqqLFRJsJBlFI47RvwKa0RUzaiVcqTpDBAuuFNrb2JlnP+sWtMkABqk4P9CNJS1MoXTARpbm4OgMHBC+YtPWkxPT3NC1/4Qu655x7e//73c/PNN5/VKuPNb34zJ06c4J3vfCef+cxneN3rXscHPvCBDVrx+QulFGNjY0xMTGz0Up6sUHiStEjwAuizZ+ZEVaOWkXpSlJojr42lGiNx4IkSQFYg1RBXNWR1jasZ3/IjVqhIYXKHavm/NenqiuYnLmFONYtXtRiJQ6QSQmh88CoxXorinC//F8BxqqKusOCklJycIkbL6B6ycijoSI/msB67eJwIUs/NudYYUBHxiuZcwF+9HxIOaxRBYKlEGZVqhjYBru1bgjglmFyhU8ElAlOgKwIzYE4KOlWYpsPUHaErMKogVA5TWqqHuiBzhoicyBQUiT97Ap5BLyBEoLx55JnVA3Iq5Lke5AggblT6DS2FIF0wEaRWqwX4Jp2beOJCRLjpppu45557+Pu//3te/OIX933s9u3b+au/+ive+c53ct11152mSdrEKYyOjjI1tYgLzCbWG4OcmyD1vF5bQr2SLnpdniHKO3CjKMvbFWIULlC4yGBD70+kEEwhiDGI1gvqihYGv86I8szbCCjfK03h02RSmjy6BWLvBXsh9N4L1VqXrfXBIsLcZZdAr2kEKW7UenkQLAkK5lXyqp0TdITqjDB3rMJdejvJiGPOhRw6OUrQ1ugjEM1awpbDHBOKrRGiIJgEyQqCpkIJNPOYexqjHJ8KaEwYtocpPzp8hGPtQe6aGeO+5jB3HxyBjlf3K+tOdSGOAp+zBW+R7vBESMRbpBfF6Sm2dUDc6GtjtBRDoL7s6omGdrsNQK1W2+CVbGI1+Id/+Aduu+02/vAP/3BRctSFUopnPaun5HETJYaHh5mdnd3oZTyZsRSvuT4RpKXumCW5EMAWSA5kBhqgkwCcoDNfWKRcjkpDUFWfRYs0RajQhfjIUCkdwWi/d8mC+SmJT5F7YtXsQJJhbBXppD7NVljIMt+HVMq9Ty0kWn3wOLUBWoQgLdtEb00jSItEO5YMJYIKDSYH23GQKybbVe6c2cpMUYeOQZ0ICBsQtC2VaYsYjWorVKHRItC2GKd9XnREOJnVmGwoqp0E1AxzeczhzhDjyQBfefASsoajlrQJ8vaphYSBD2WGwbx3g7iSJC10AO2SozVqM3Im4mbfz3QpJ/uC6b2QpikAcbzivoObOA/wJ3/yJ1x88cX86q/+6kYv5YJBvV7fJEgbi0VDm6U4+CwPBkFYWv+FHpEXEd8iJC+8bKiV+nZX1qFUjFYanVoCo3FKvNu1nCrVny8smt+21BnTl35IeeH7i7ZS9LwbdlbOc2Zg4Pzog3g+EKSeVgNhZyXBwjNQejeo3BEUkJ8wOKDNABIrOGaIjuYEDUs0kWDmClxgAEFFgfdkyB3EESCkOqQYUiQn6zx0fAvxkPAfkjA7U+O7R8Y4ebJOPN3GjFtMNzpUCtDAer2Rs15rVHY5nheedX923cBhzROtYbsvIViKGOeCyUnkZUnqmVqVTTxx0G63+ed//mfe+c53EoZ9VAKbWDYqlQonTvTUKW7i8cG5rrM9r9UWnyJbFhSn9pvcu12rwvqMBr4jhXIW0hBTFMhwFW0cEhpUK0fPdPzz0rSsKFtwY79wDyvbg6C1L893ZauRUti91pY2a4lFSOeyBawrJUg9n6ftyvdjb7/gdT9aG7AK1S5gzkKiyJMYlYBpOKSRE437EkLdzLzzdeDZsbbioz6NNgQBQVjFHQnRBDSGB/necEQaKo6cHKE9U6Mya4gnQYuZt10X8F+E7heoTKVJabDVJUenEaN1grJ9/4KWcu76RpCstXzxi1+k0Vh5F6DlIggCXvrSl65IR2TLSN2mDuWJiwceeICiKDb9etYYYRhy8uRJbr311o1eygWJyy+/nOc85zmLPeRckfqedwMroRiqq4+FU1IPrG/2aj1JUs5CotFFhaidoAKDrYXoudSnx5Ly59mzM6+mFm95w3zQwIEtAwLdnmznKRZZ2bL5zkoJUs8vhHLLpMPzkcOyf0p54lUQoJ3gCsE0fFWbKRQ6E3QqmJMddDtHOgk0k3mG65+uvItoEKACi8pDVMsQtxyt2QqJ0RxsDTLZrOPaIbWpAnLQxQKjx+7Jt9YL0kpvJKz1YcnFNEdrnGdV/W8xVpU+u+uuu/ipn/qp1UyxInzoQx/i7W9/+4qfv17+GZtYfzSbXsc6PDy8wSu5sDA2NsaRI0d47Wtfu9FLuSAxOjrK5OTkYg8510VpVdfqeXVQaTkj3WugVr7UXuT0yI71LUCUE1QYgtGYxKfjJE29fsjas0lOV0akSq2T9nuiiHg9UjeDIm7dy/XXCcs+DyslSEWvg6JX+ql1T7iGKARtkDiEagQWryvKLTop0LNtdMt3BFZJimS51y2JIF0lf2GhbpDQUA8t+y6dYe/TWoR7hB0XTdOua9LqCcYuynks3MLEfZrj98eMTw+gigJptqAoydKCtNtGhBWlf5fjnufgzKf3G7j++us5dOjQfHXYeiNJEq6//vp5sfVKsWwT0k2cN9iyZQvAZjpojfHhD394VTcdm1gc27dvP9dDzrUxLOVa3R9K+Rv+OIIoQioGO1TBBaBTiy7AzCZIkfvoUHfPSlKf9QBvVWMtqsyEyLx+aIG+SSm0KouTqhWkEmOrhmI0xiKYxGIKCCfa3kS51elNtM5fLPs8rClBssFyX/8M8ZnWKOVJkgpD70cUGFRhMVmBnuug0gLanfKL0A0rMq/9EQBdml0pTTRs2L2tw2WjU1x37Uni0DIjhpGBAieKnUmLY2qAO7Mxxg8N+ahUq4PY8r30OPlnSebW0eDBBX3/9pZSOrfoH+7evXuXvZ6Voqshsius+AsC/1UtitVdazaxcbjiiiuo1Wr8+7//O69//es3ejkXDMIw5KlPfepGL+PJjHMRpJ6ymKWKBRSgAg1h6I0btw0g9ZC8ojBOEbZyKBQqCyDNQUmZ6XAguQ8MlR0gFs2AKO1fLAyhEuPqNeyuGrZuSCtCUCiiuYIwVb5faZqeNtd69VdbLhaxE1j25rNSgjQNXHrmwaTWkXiq5gzGrLTcH5gnOoLPsZIX6LnE25V3Umgn/mQvcAIVfAUcgGh8SDDW1EYtQwMp+/ZMcfmWaSLjyBxoFEYJwS5HazoiGAQXB6jcC75x3lCSrpnWAlOts97ZOn4psnrSb2gpxifnjZKuS3DyfGl1G2eiK+pd6fM3AmmaMjs7y9zcHHNzc/O/L/VYHMd8/etfv2Daq4RhyMtf/nJuvfVW3v/+9zM01Ket5CY28cTCua6zc/S4rw5QOMmtU6iAYBG+pHzz9NDgtlSRwQg3EiJjBjfpnbNlNvTFREZBsUBsLQsMIbtVa6fd85cl/4Hxx43B1UKoh8hlMaYaorYq6lszWuMxYSi4qQjlyurxBXqo84EcAYT9EyfLNgtbKUE6Clx/5sHxkSMT5rFgZERtXWKubz7p6f9pS9KTZCgcJo2QtEC3E1ThkHYKWXoaMZrXLVGK17SPHGWDIXZ7zIl6TL5rElXVVMpoTMVA91syNtrG1jV2a0C6q4o6kRNNBZjCzfekoXTTloXapG6bkXUOL2aDfQnS0SU8/bwJtyilCMNwvlx/uahUvN1BkvT9PNYMeZ6fRVbORWZ6jWfZufs2x3HM0NAQw8PDDA0NMTQ0xGWXXUaj0eCrX/0q999/P8997nPX/T0/XviN3/gN/uZv/oZ3v/vdfOQjH9no5WxiE2uBRSMT++VAcYt6zTiw88yxFicbWgZqgRrsXZ5bZkLEKOxwTDFSQS4OMBcXxFsTmNO4iZA0q6OnhaATo3N36qY9KPuplWbHqih8NZrRXpbSbZ2l8G7cYYDbYnBXxBS7FDv3znDVrim26YzmVMRD46PcnwyhJy1xJ0KnxeOyDy4Hcf/Y3FL2zNOwUoJ0rNfB5uj0bMJYIjK6d+ls8tTjlMKLrW2BykoPqqxAWeu1RknilfULT4gqLT6VQsr2H64awkCEiw21vZa8EtDB9MyETXcquMhgBoQ8FoKq8REoRdmDTaOCELTyFVROsDgfplIKKYp1dX9IBjr9hnqegzPQ98kbgWq1umKC0zWIXEzDZK2l0Wgsi9j0OtbpnPtjC4LgNFIzPDzMRRddxNVXXz1//MzxXr/383X6j//4D5773OdecC0kbrjhBm6++WY+9KEPsW/fvs3eapu4ELAUYeUxehAkTfJwTvgUkYGo555ZCqZdNcZFhnwwwFykUSM54a4UV4tIlcFWDUESImHZBqt0v1ZhWJpDGrT41JvqjgO6bEIrlQhVi3GBQS6OcNsELs/YcdUsY5UmNwQTHKpuoUmF7w8ME3YCXKh9dwmt55vQnobHxzj7LIT9X3gpe+ZpWE0E6SykY8mcxY4uvVntqV/nlfhaQydBihBl/L/FWshz71xdisKEUnhWul5LJUR1S/xjgw00+VBMx1jQjno175kJC7HY3NGcC8ApdGq9o3olQGohejQkloz6jgKsJm1pWraOO5wiIgSz6xukSYdWFUF6/Gr4l4BarbZiUXi9Xgfg4x//OLfddltPYtOtkloMWut5ctIlK2NjYzzlKU9ZlMyceaxSqaxrSHnHjh0AjI+Pr9trbBQ+8IEP8Oijj/KOd7yDO+64gw9+8IPs3HnW3rGJTTxRsJTrbM+sywCmM4HLe11L5mUjSvmshRNU6pBUIxm4tsJ2BJkpq84K71WkdElauvtjJfbpubxARb7Rug00EvmgAfUYVwsQY8hGYmpjGfGujJFLJwnqKdV6m4Yo2k4x2YzAgcoc5NZHoUpydE4N0kLeso7kaREr4cctgnSk10G7rRgBtzI77e4H2zWoss7nTks7dOmaV5U5VRWGXtlfiZB61edQ4wAJQt+peMsA2gSkmcZZQzvr/bFVY0sltWxNO1RmCoKOoE2ArRuKHQPYbSHDT22xfWyS4aDFjBvigbtHaA0PE8ylmAcKdH4q3bbWQrXW2Fy/oaWc7HMzhscRAwMDK/Zd6upV7r77bmZnZ+eJysUXX7ykaE33Z71eP29y5Yth9+7dKKV47LHHNnopa44wDPnsZz/LLbfcwnve8x6iKOJTn/rURi9rE5tYCSxLiyD13DNHqY1OnEMJIeLQmUXNZeg4Qw4q3MmQrDC4IwGm4QgaGUHDopT2rbLK8n6pV31FeBSAVpAUiHK4eoxTgh0IkdjgENKxCBuB2WXZvXeWSwdPMDbY5kQ+wNFkB/eN78TOhVRmHOGMRZfO3KfcAc5xXdWc0dZkHSBQ6z/340aQ7up10A4XFznk2EpIwnwvNkrFvXL+6HwxmWNebaTLvKoxUK+hqhG2HqGiCCVgTQyVCBUohuIOKEhyPZ9ia6eGWuzTxtPTFXQGQVoQz2aoHEQb3EgVV4+Inh5SvaRFbZtjdGtCOjFImBhcM8ZZ55m6PqVNWsvNV5TQ2DnTb/jOJUxxXkWQhoeHV0yQarUaQRDw1re+ld///d9f45Wdf4iiiN27d3Pw4MGNXsq6wBjDFVdcAcBP//RPb/BqNrGJFWOpIfGee+YWKlsdjaDXnjn/LyfgQOcO1cqxMxEUivyRGNMUaDmi2RxVCFIKupXRUIlRlQiiAFvze6NoDZG3wMkHjc+UGMgGFMWAJo9g+0WT1AcTdtdnUFqRA3cc20nSrGFaingqR2cOsjJw0Ud/dIoGqVMHukfXiR/VANN78gbwyHLnWylBuhPPnE8TY0tVYjfkqqqx2ncvCz7M7qGS3SgQo6EaIsN17GiVbGtMtjVEW4ULNEFTEK2woebEsTqPyjBBcw+t6YiJxgDVSsawSRk/XmfIJNz3g1EeenALSjSgUVHEyEiHoeua1J8q7Ltomqt2nqRe67C1ClHF8UB7FBO2mXrQwNwpUdxaRpBa2+ZwUU/9XwN4YAlTnFcRpJGREaanp1f0XKXUk65r+b59+3jwwQc3ehnrAucc73vf+7juuus2xLB0E5tYIyz1ju/bvQ5uoTpkaLcWT7HhbW1EvPmjK1BG0NM1jGiCjhdbF4MRdtig0wIdRZiktL4RgdyBBokC8kFNts2QjmqKQLCDCmWhCAUbwfH2MGEjJzxxEaFyPHhsN7OzA+iD4B4WonYOzQSyxT2QlNGnUn1KndIp5fm6iboX6dHw3f1yYNlV3SsiSLJfOuoWdTdw3ZljrT1zih+sZNaF6Fqen8E0lfKRozDA1SpQiSi2DpDvCEiGBDsQYHJFOClopdCFIsoLjh7dQmOqwiNHt5IUISNDbRqTESZ1DCZtjj42WDb5UxCFCMLA9oKxoQaXXDrF1XumGFLCYOCobp9GVTLikw2mihpzlSGKxPfDkaJY0wjS3K6+0aPvyH5Zysk+ryJIo6OjHD58eMXP37ZtGydPnlzDFZ3fuPrqqzlw4MB54y+ylvj85z/Pvffey6233rrZPmYTT2Qs9Sa0Z1AhJqjESM+qkHm5TtcIOcvACdrlaK3RWYGRUmZSjZF6hI3BGkWQgZ7OUALaCSrNkSjAhgo7FFIMK5IxyEdKHXguSADkClGao42tJBKQNKqopoGTATxmUWmGbie+xYnqWggAnCEvKUmRCkNUGJTBDd/XVEopCuvgabcIQfr/VjLfSiNI4Bnx2QRp31wo96zFBb23ol8AwgAJDC4OyEdCsrqisx1UoLCZQqWKIAVESFoBqYTMTEeMx47UGkLqaKugIdSaNWyqfHWcLnuvVUOqAznVgYztY3MMVxK2KEtdaVRQUEsNA9WAVhiA9dENtw7e61OX9xXo9rwb6YHzKoK0devWVVVl7dix40nlwvz0pz+dP/uzP+PIkSPs2bNno5ezZhAR3ve+93HllVfy6le/eqOXs4lNrAZLugndLwc6t6jX9AwqbKcSNs91E+Qc4rqNaT3h0Nai4iqiFW60iqtq7HaNTgwucbiOwyS2bLBukUAjTiiqUFSFbExwFYXSlsAKRRaAKDIbkEhAmMckzRqVlmO0nZHkEBUpShWIEiTQkCp87m6hBqlMrGntReLGoOLY2/NYPHmy9jRvwbXCIk2MlrpnnobVEKRvAP/tzIPtfY3hleYX54VeZc8ZtD6VWrPWi7KNQZRGKgG2FuCMwtYV1IQiEoI2FDV/R6o1mERjrKAzjW04ojRBrEVywVhFogMk1thIezGcg6BRMN7exsnZEeYOVWhsneVpI1MM15o8cmI7901u4+DxCpMHY4QCKazvibOKD/NMOOWYvOJ4v+FvLHGa8yqCtGPHDqampiiKYt44cjnYtWsX3/jGUt/6Ex/XX++LXr7zne9cUATpC1/4At/97nf51Kc+hTGralO1iU1sNJZzjf0GPQjSTirRQ4uQo64+V4HfG10p6UgL7JCiGImQsRAuccQ7UyRX0DDk94XYCYduFIRzHZQ4Aq0IWgH5qN9nB+ptRmttqiYjaVaYnh1EMsXFI5PsHp5ibEfKJVGL7Fid9jPhZB7yyPerFK2Qzg+quOMFFA41MzdfpIR1qCBAhSFSFlFJJYTMoooC5cRXpQtQdI1/Vy/crgjU+8+xoo1jNQTp/+11MB/JdHNslsGTI4B3w16qq3b3C4AulfiqNLfqHu8aNlZCVOgvrEVdgSldtzVIqHCBIKECUYj2q1CFxbRzdFpAK8U4VYrXNC7W2FgjYQCZ4HJHM6qStzTMwJYwYltYsFUXNNp1joxv4d77Rok6HYJkurcHxCoxu3eSvNbDaFDIUfzTEqex+D/gwTVc2oqxY8cORIQTJ06we/fuZT9/9+7dHD169IJMOfXC9ddfjzGGb33rW7ziFa/Y6OWsCUSE9773vVxyySX8wi/8wkYvZxObWC2WI6r8X8Cbzzw4RhQ9XCpKhG63ht7Xt25JvdLGZ1Eigw0UbkdAOJphtqUopbATMWklwsQK1QEpLDorsEkBxqGtRmuhXsmoxxljUZMGQpqGGANb6i2esuU41w1PMoAiGK4wqSMeag1wVFdQ44ZkOkY6FVQnRVohyjrvsA2lxYBB1apIFPpKOmMgM6ggQVE2gC/8u/VvbuUtuwRhCwvmOh1375cDyxZow9LbwZy9oP1ylD55vSNPPWhTkiwnd0slRwJlnrLUGWmNxCEqinzJYhTN64+6m6MLS4dQwIUCRpDA4gYtNrIUFUdeEQoDeUV5hb8IJrcLOhML4vzX0uE9HQRNkkS00phDx7YyPl3jsYkRDp0Y5vD4II8+MEqnGZBOKlxqfURqhT3G+mH8qj5aHcXXZL/0rf3vgWWbY60Xdu3aBcCxYytb0t69e0nT9IIzT+yHWq3GM5/5TP7t3/5to5eyZvja177GN77xDX7zN39zvn3MJjbxBMZyLmZfpYd5b4CmRlqkJKnDnZ2I6Cng9m24uvuOOIeIQwpABJdQ7ksF0sl849o0R3dSdMuikgIzI6hMMJkQhxmVIGH7wAwXDU5z6dAE142Os3OgyWVbZrl6zwm2b22wd/cc2y5NqW6zFLtj7GBIMRBCNQbtAxp+Qb7yzu+xzktYuq3DwFfmzafXyrFV3vQu0pDpf610ztVEkABuA5595sFjNxxMh24f6YzI2GCowt4W6r2wIEqkqhUv7go981QLBV3OoTAEGZhE0IVvpFcMCqoqqNghdY1NDOIMdlARtBVKhZi2QltBO38ytIUgdehCcKEiSByqEIImREaTToccLMY4Vhnh0MgWHrx/K0wY6scKgmkLiO+Q3LUoWIPohtOOE9f2FTPftszpjgFXrmpBa4Rumujw4cPccMMNy37+JZdcAsDBgwcZGxtb07Wdr3jBC17Axz72MTqdDtVqdaOXs2r83u/9Hjt37uQNb3jDRi9lE5tYCyyZIJU6pH8CXnnm2HbyyYdkemCU7dqo+Bx3Dp5cqMIStHOM6lAcqcOcJm/VUKJQxxVxq8BMpNAukLxAtTtgLcG4IbIx1XqIo87ESIxULFvCDldvm2BP0ODpW6bYEhXsiRyRggBhb9xhR5xQbI94pCiY6gxzLKsTzQQMtgsvi0kzpNXxka4iR3USyAuMFSQvIPeSFPL8jMzLatNripH+w8vdM+ex2vKRni9sh4va+NWHD+WkVpYowlIwb4FOFHpH7DBAymo1qVYgjiEIkMi7ZysBpcXbEDmBQCB0UHe4uuBqgq0ripomryqKiva+D+XcBAblBFMIJrVETYvJBXKLdmAywbQUU7MDHJsc5pv37WFyskpyDKKJDJM4yIrTtEdrkfo5+dQjZIN9epYVy2bDyzbHWi/s3bsXgEOHDq3o+ZdddhkADz/88Jqt6XzHjTfeSJqmF0QU6Zvf/CZf+cpX+PVf//X53nqb2MQTHMu9vvbcM3cxsB06d0kpClkUwnw6SheCTh3BXI6aVRRHQuyhEGYVwXiK6RSYwqKs9VVjaYZKc4KWJZwF1wzJWhFJEVENcrZUW/zQjsfYUW2xO8wYNlDRniiMmIxtJmVXmDA0UKBHHPmwwdZNuZ+GXnukSnsCa31qLy9QnRSd5qi8gCwrheNrJ03Z2UfK45AJ4FsrnXe1EaS78OWLzzhzoPGcmd3cozKl1JJve8WVpfbd9FeZx3QabC1E5xYkQGUFCt8bLZgVihiCWYWrChiFrYHKQLVBFYJpOaKGQ3dygpkclWRQuFM+DgqUtd63oRCMCI4KpmMIqVDUDIiQak18MkGdSNGdHBrtU6HCLhFcRR61i8d+6KF+Q1+T98ijy5zuvEmxbd++nUqlwqOPLvcteOzbtw+Ahx7q+/lccHjBC15AHMd84Qtf4EerSN4AACAASURBVEUvetFGL2dV+L3f+z1GR0d585vPkmFsYhNPVCz3+vo54CN4T8N5aJR6KqN7j+ESoL6kmfIcOr6RuzpioGYwkwaiADWVQCuHTlq27ipK0uJQMylKh4THHcmIwg44WlnMwGDB5dUW28OcIa2oa4UuYyiiIBWh5QRjEuZSaKeB7+fWEkQbb0VQWJ9Ok7JKrd3BaY3KvH0OmY8cibVrRpCUwM4+ESiN+ov9cmDF+pdVRZBkvwjwp73GsouTHZ2R1pKZwnw2UjxRcs5/2ODNrVwcYAcruIEKUo0gjlBOYXJHNAvRlCKaCDBzIS4LkE6AKjRBClETgrZQnbSEDYtKcmh0UJ0U1UlhtoludlAzTdRcE2knmOk28VRCNJMzcCSlNp5TG8+oTHqCpVqdMp8qLDVKdu7PQGiMzTBzaV+NTc/P+hw4bwiSUopLL710xRGger3O7t27uf/++9d4Zecv6vU6L3zhC7ntttvW7Hu2Ebjzzjv5+7//e26++WYGBhZxK9nEJp5YWNb1db8cmAU+3WtsHyPbOUcEaX5DLW/KJSuQToJqNglPzBAdnyV+ZJJgYg7VakOz7QMOIjhrvd9fXhC0M8JWTtxwhE2FBgICnKuyNdDUTdmIdv71oCPQQnPcGjoF1G1B1FBo0aeYhDHM74nOzUeuJPFEzUeVijUr7xeEMSDsn6L7xGrmXwuHtr8GzhYNazj8godiEUdJdxad5NSJ99Ej5cSXzmvfldgZ5ZvrGe1TY0qhRNCZwyRCOCvojvJRozmNKhQqhbDhCBJHOJMRtC26k6OaHXSae3fSVtsL2NodpJ1AkqLaHU+C2hnRZELYKAhnMqKJDN3K0XMdJMs9QXJy+qlZRfRIEB7+iXv6DR8H/p8VTHveECTwUaDVpMiuuuoq7r333jVc0fmPV73qVTz00EPcdVfPbgVPCLzvfe9jaGiIX/mVX9nopWxiE2uJlVxfP97rYJUw2o0Kl7pnAt7+Ji+zGY0EPdlGz7ZRzQ40Wr7Be5aVhMo/XllBZRZdON/gPXdUxGFEoZ0mQqNRiCicQOEUE52IpDDMJAEn5iLSRJFPgu4437g28Rphcd39280XL0lRIEU+//tpGZfVQhx7+4/+4345sKpWBKtNsSH7paluUX8BnHXlm3nGyfjgN++7f/jE1n1DjOYBQX/xWbcZrVJInvsqNudQswG6EhBIBUyAKkpTqiRHWUeUZJiKwTQMJg2QUJHsMARtRzhr0U1LNJFg2hk0M2+Rnhe4vABnT0uRzZ8ypXz7EGPQWQYojIhvnNspXUSLwp/sNcTs7klOXtM3pf1J2S95v8FFcN5okACuuOIK/vmf/xnn3IoclK+55hr+8i//8klT6g/wMz/zM7ztbW/j1ltv5RnPOCubfd7j3nvv5bOf/Szvete7GBlZREq5iU08sZADy7b23y8H/vMW9ZqvA887c+wpxPYLHHskIL58iFGnUKdfJM+85pWSDlXYUx5JC5ytT3tqt4VXmqOiiKBRkE8YVGiYenSQg2lGsdVQiwuGTcbTa1PMtKvcM72NQ7MDTI0HdMYVRSvn0QdHcS1HZbJFeDLxspVOB5VlSNkIQ51qYwtLIXsrwHaEav/o0UoyLqdhrTz+P4L33Dlr9sde/NBoS5rfRyRYNEWwsDxQBGyByjPIUnQnw7RzTLuYZ72qEFReoNKCoJERTWfUTuRUpxzVcaF21FGZEaonUqLZFD3bQU82fD42SZE0Q/JTRMe7fJ7BeLPUK/IbTVyjicw1kSTFpamPILlTlWtrgYduvLv3gJAAf7bCaXt2kd4oXHnllbTbbY4cWdmyrr32WhqNxoqF3k9EjI2N8aIXvYjPfOYzuHXw3Fpv/MEf/AGVSoV3vOMdG72UTWxiLXGcle/8f9zrYEwQX0oQdaR9EFna/izlzb2I4GxZ7l+aNp62N4n4wI3u6nwtKneYOUXY0oxPD3LvzAjfaY1xKBukYQ3H23XG2wP868GL+bd7LuMH9+/iodt30Xqgghy2VA63CNpeCzW/J572iSxoVLvGly4tcCm9jWYFeYA+Xo3Leo3VTgAg++UB4H/2Gsv2JdtmrjiZueUosrokJc+hk+GSFDXXRmW51wwliWfBnRTV7KCaKXqqhZnNCSZTKkcSgtmM4GQHM9VBNRLUTAuyFJIM0gxs4f8vvZD8GykjSc5BtySxnSBpBmnuiVWWe23UgjDhWsQxJq44xszlfbRHig+XvlMrwUF6kdcNwjXXXAPAPff0TSUuiuuu80a0d95555qt6YmAm266iccee4wvf/nLG72UZeHgwYN8+tOf5k1vetOTxpphE08arCZ983n6tL94OmM7A4oGvcjXmTfjWqHKtls2MmSjFVwUYKshVCJPhszCbb70IrIFdFJUy6IaBfYxRXPCMHUw5tCROsePV3jge0NMTUY8/Eid+74/yPiRmOP3hjQeCUiOCRxOUe0M1eiUmZUzsipnboxrHPC/CIj7UBiFevdqxNldrDrFtgC3AL8InFW/O/my49fbg0USFfHS1PlI2XtGIE0g00hsvW4IUHHoSwWtQ3XzqsZAliMKguEKKilQuUVlFtqdUizW7T68VD1U2UnZcSpKKHL2eV5lqqeIc37wU9/pNzwD/MEqps+AR4HLVzHHmqFLkO6++25e8pKXLPv51113HUopvvvd714w7tJLwate9Sq2bdvGJz7xCV784hdv9HKWjA984AMYY/j1X//1jV7KJjax1nhgpU/cLwfcLeo17wK+dOZYgImfw45rHvS2j/1lKUqhalWoVpB6RDFWJYuETCAQQ+VIC53k3ptorjmfevPl/t5zMBwXgqkAVdSJHkwhtkzeG3P39CjpHsPMdMjRYwE1mUMdytBpgW04X41W9lSTwpZyFXc2gVsn1ITFtEffBv7vtXidNWujLfvlCPAnvcaK0Tw4+ML75ssazy0+U+Ck7JlWstIkQToJkmVeUJ3mPpqTpkieI0kCrQ46KaNJcx1UK/Eq/jz3z1tJaWGXUK2lsGzh9Aj3v+RO0qGeDZ0B/kD2y3Ls7HvhvCn7GhsbY8eOHXzve99b0fPr9TpXXXUV3/72inoPPmERxzFveMMb+Lu/+7sV2yQ83jh69Ch//ud/zk033XRB9ZLbxCZKrOq6ul8OfBnoGRK+iIFoO2qeHHX3zIU6WRUaiHxFt+wYwY0OIBcNYPeO4LbU0SNVqFUgDssuFeUM4nxQIcsxzZygmVE91iY6UhAetNg7FFP3x3z/6yP84OtDzD2iCe+eIxpvEUx1kGa73IfbPqvSlak8XgRJhCsB3T8k9a79cmBNFrKWESSA9wNvBLadOXDkRx5Ww/eOdkYe2xpWGVj661of9RFrve21VmUXYHyUCek2E/bMWGuU9u1HsA6sK0/cMojR4yj+ndx3nKPXH+w3fAiv71ot7gdeugbzrAmuu+66VaXIfuiHfogvfelLTyqhNsDb3vY2PvjBD/LhD3+YD37wgxu9nHPigx/8INZafuu3fmujl7KJTawH1uLG87eAO+gRrNiHcsekmTmlgwq1U3tmYCAMCYZDBrcX7Ly8Se3ihHQgINppmZipsUNaBPsKHrmzgkss452qr3ZLS51QYRGX+CyMVugkL/dMS1I2iW8LIAWSZgRFgXPOeyktbCy7AdYjFyEM9I/t/GNJPNcEaxZBAigjHW/tOajgvp/7z2C2Pp0tT9ZW6oJEEOe1Sa4roi7DeiLO/24tkue4LPci7KLwx9dJQb9adIZb3P3Tdyz2kF+S/dJeg5c6byJI4Juw3n333WRZj2a8S8AP//APc/z48SeVUBvg4osv5ud//uf55Cc/ydTU1EYvZ1FMTEzwiU98gte+9rVcfvl5kd3dxCbWGqu+ru6XA98B/kevsQitryOQVDqnl0sHIdRryOAge59ueOrTZ/kvP/Yo//Vl3+PGqx/mvz7vLl79wnv54ecc4cX/+2GueGaG2jIMw0MQR/M6W7EW0tR7FLUTaLS82LrdRpotpNNB2m0ocpyznhx1+ZEIvdrGrTeGBS7tQ1sEadKjGfBqsKYECUD2y2eBz/Yas4NF+ODrvieFyZEF/y0OdSq91fVYKFNlXc+F+dznGePzx88zgz1BKMKcO/+Pr5PX+5CEgv8p++Ws/PQKcV4RpBtuuIEsy/j+979/zsceP36cz3/+8/zar/0aP/IjP8Iv/dIv8bzn+erYf//3f1/vpZ53eNe73kWz2eSP/7hnEcx5gw996EN0Oh1++7d/e6OXsolNrAcKYK16Hv0O8INeA9uoVq8hLkQcZQ0aEvl2WYMXh4zuKNi6K+WHnnGUK/ZMcsOlR7hh3zGuuniCp109wdjulJEdBVKvIFHoG8rC/H4pZVBhXqpSEib/e1ZKXCxq3g5nY6poBSEW4al07QPOhkN+c78cWFP9wZoTpBL/J9CzJCvd3al/+6f/dXKS8VZCO+/3ZuH0vma9HqX6/P5EwPde9R80d872Gz5EwFrWRJ9XBOnZz/b9je+44/TombWWu+66i0984hP84i/+Ivv27WPXrl387M/+LB/72Mf45je/yZ//+Z+zb98+BgcHL4j+ZMvFtddey6tf/Wo+9KEPMTHR13F9QzE7O8tHP/pRfuZnfmZelL+JTVxgOIj3QVo19suBBLiJPoXwlzE4MMjssWlO5jlZbiNFuiPi5MAgxZhi8KKCoYGMamwZqVuqsaUSWXZub6GGYW6oQntvlXSLwVbNgr1yAeERuzTys1DS8DhuuoEonoos5pj9ZYNelWt2L6wLQZL9cgJ4U7/x5tNntj5y472zuaTzX7AluYY+wdGNmD3wv32PyWuO93uQA94g++Vsd/KV4xDQVwX+eOOyyy5j27Zt3H777Xz5y1/md3/3d3nJS17C6Ogoz3jGM/jlX/5lvvSlL/HMZz6TP/zDP+TrX/86s7OzfOELXwDgW9/6Fs973vP413/91w1+JxuD3/3d36XdbvOe97xno5fSEx/72MeYnZ3l3e9+90YvZRObWC+s6U3nfjnwLeB9/cavY8vOUbFHrLLK1QJsqFA7hWxLyIyt9XxOmhvy0FDdVpAPafLhAFtZ6BukFvT4Wrv3stZQAlchDPbxPAKmgV9aK2H2QqxXBAnZL38LvLff+OyPTux++MfubReSS0FRLC3d9sSGpeDBn/i+HHr+In9bit+Q/fKVNX5pAVZmPLQOUEqxZ88ePvOZz/CiF72I3/md3+H48eO87nWv46/+6q946KGHOHbsGJ/73OfmU2txHPP85z8fYwxf+9rX+Imf+AnuvvtuxsfHN/rtPO64+uqreeMb38if/umfct999230ck5Dq9Xij/7oj/jJn/xJrr/++o1eziY2sV5YWRnu4vgd+pgbapR6HrsuqUrascpKbmyuY8EqRRTlPVUkhQUMJNZgDYhWZ1dxn+dFLlYKrkJktL/uyAI/t9aptS7WjSCV2A/8Xb/BiRuPbvvPG79+cEpOWEuRLZZue6JDEB76L/fw6AvuW+xN/gV9HFbXAOdVXfyP//iPA3DgwAGmp6e58847+fjHP87rX/96Lr/88p7VaYODgzz72c/mq1/9KjfeeCMAX/nKWnPJJwbe8573UKvVePvb335eNbH95Cc/yeTk5Gb0aBMXOtb8eloaG76OPnokjdI/wki9cvLQg53ZEyo95IrqiZygJT15Tr1iidOC2pRvSls5kWNWVhezIVACT0OzDd13z1Sod+yXA+u2CawrQZL94vDmkX3VuDM/dvKygy//wUSBnY+fXUiRJMHhtOPen/oOj/3Yor5i3wTeIvvXbbc7rwjSz/3czwEQhiHDw8NLft6NN97It/5/9s48Pqry+v/v5y6zZg8hEAiLYVEQRHFB/KogtuBat8ai1mL9ti4tdSlWqtI4Kv7c0BatS1st1QqK1K/7UimiqCBSNpEdDFsIZF8ms9zl+f1xExbNMoEsE5g3r3kl5N7nPieTmXnOPc85n7N0KXl5eaSnp/PRR22Vx961yM7O5r777uPDDz9k3rw20UQ7bCKRCI899hhjxozZl0ifIMERSrt8nhbIudXAxTjbRt9DRVHOCKYN6L+7ble3aER1hyysuv11SPu0kIFgUEfWKXgtC09xFD1so5jxv7pKJJqEoUC3prfVAP4GPNWetrR3BAlZIGuAC4EdTZ1TPbKi14qffhqtdleEw9QZcVd2dhhEfGGWXbuQXSO/be60jcClskCG29GUuHKQTjnlFDweD5988kmrxv3whz/Esiw+/fRTfvCDH/Dhhx/GVQSlI/nVr37FSSedxOTJk+Oi7H/WrFkUFRUlokcJjnQqaLsKtu9R34H+EprIG1UQ4uQKd9+0LwpDxTtDkV3bTXPluu58vaUbn27szfodGSxb34OVq7Mo261SuMaFWlEHwQgiFI37fRqPtDgBSVrzln4I/Lo98o4ORHTU4iICYiDwCdCzqXO0Cj2c9/Lx9Crt71LEIbR6jzNqsitZ9ZMvCKc1K2X0LXCWLJA729kcF1BT/zUuGDduHGVlZaxcuTLmMYZhkJmZyU9+8hPOOOMMJk2axPLly4/afJeVK1dyyimnkJ+fz8svv9xpdhiGwaBBg8jOzmbx4sVHlYBngqOO/wDntvckAZH/Q+BtmvnMrkyKBvecJtURp6d5dkRS8eVEsKVCqMRFrqxg0wof0aooxZsVZDDsCC8bZlOX63QyJAwG1Oado4+BCwrk3HYvPOowJ6S+oe0Ymukub6Ybno03rHTtOHWTYmNjY7VCL6nzabAzKiJ8e8Z6lv7vgpaco83AmA5wjsDpyday8FAHcs4557Bq1SpKSkpiHqPrOj/4wQ947733mDBhAkII3nrrrXa0Mr4ZMWIE06ZNY/bs2bzyyiudZsecOXMoLCzk7rvvTjhHCY50OiQaXyDn/htnu63JnYW0Wpe/70JdX/3vNNZvy+CrzVks2ZDLuh0ZLFmcTdE2L2W7XU4vNsOIO+eoYc20pUGehCGIlpyj+cBFHeEcQQdGkPZNGBDH4DToa1Ze17vDH+n+Zu/y5LK0iBtPjp8U4cLddOO+OMAgSlnWHmPzJWuUcE6w2c1T4Bvgh7JAFnWEbfX8BfhFB87XLEuXLuW0005j9uzZTJw4MeZxs2bN4rrrrmPZsmX85je/IRQKsXx5k81+j3hM0+Tss89mzZo1LF++nLy8vA6d37Isjj/+eFwuFytXrkw4SAmOdK4E5nbUZAGRPwan2CmlufO2pll1n+VZJcKfIpNKZK/0YLLQw6ZGbchRy47DVIQwdXaSNBhOEj60lgI27+BUrLVnKspBdPg2liyQW4FTccJkTRLKDbq33bgha+uEtVS5yrdZ0tz3qRtPEaUGWwxPlK3jvuGbXy7VY3CO3gFGd7BzBHGWhzRy5EgyMzP54IMPWjXuggsuQFEU3nzzTS699FJWrFjBt982m+N1RKNpGrNnz0ZVVa644gpCoY6VvHr99ddZv359InqU4GihQz9HC+TchcAonB2HJjmmUvXlL1ez8lbuikZKiopkVY1iV9QgTWtfnmZnrZsHrtkN37slDJEuZRRpSgzO0aPAJR3pHEEnRJD2TRwQOk5J+69aPDcswjmf9JMDlh7vEbYStbFcGjoSaSuoakfLAxyw7WeFtTplz2k72H7GJmF6YxJW/X/ANFkgrXY2szFGACs6Yd4mueqqq/jPf/7D7t27UVqRdjZmzBhKSkp4++23ycvL49FHH2XKlCntaGn88+6773LRRRdx9dVX8+KLL3aIsyKl5MQTTyQcDvPNN9+gqi3dGyRI0KUpA7LoBGnFgMjPAF4lhvynINGajRjeatyKLSwThK5IRSIQCoro6DXTwkIgkNiWkKZyDC6Zg6IoLdghkRGB+N8COfefHWTqQXRaIrQskIYskL/GaS4XafZcj/TsGv+t97Pb3ousPOvzSGHyxi/3UlRUS7XsDO0kgaAmqcJYe/Yylt4639p67tpYnKMgcJUskHd1knMEsJomykc7i/PPP5+9e/eybNmyVo274oorWLt2LeFwmJEjR/Lqq6+2k4VdhwsuuID77ruPf/7znzz00EMdMud7773HqlWrmDp1asI5SnA08AmdpDtdIOeWA+cRg1aeH1fyifi1E7BCHllWUyy/XVYqiqvDhJpt79VeKCgosi7aW4YZjVv2Rm3ROQJ2CsRZneUcQSdGkA4yIiCOBf6OE0ZsGQvbs9lX2nNJP6V/4bHdFBRsbET9Pxsbpd73k8h9ze0O/L45DryWxEagOIlkwqaqXyk7Rm6l9NgipBrzc/cxcL0skPGwD/QmTuJfXFBWVkZ2djZTp07lgQeaFF7/HsXFxfTq1Yt77rmHlJQUpkyZwsaNGxk4cGA7Whv/SCm5+uqrmTNnTqtzuw5lrtGjR7N79242bdqErsd1imCCBG3Bb4AnO9uIgMgfBzwP9I3l/CiWsZ3qPbsgQyHVJ4T4zjonD/raQHNrZsOWWVNrrkSiSMhEkI0kvXXxmOeB3xbIuU02LO0I4sJBAhABoQK3A/cD7ljHabU6aZuzoikb0mW3LT2kMETEJOpy4ZUWlqmgeHVcKCiKjqvZW9woUSR2NERQ6LgsGzsScYfcwQHVlA3eo1bllemWr1VVAEHgDuC5etHMeOA24PHONuJAxowZQ2lpKWvWtK7Ibty4cWzfvp2PP/6YPn368Ic//IF77723fYzsQkQiEcaPH88XX3zB22+/zfjx49tlngZF86effpqbbrqpXeZIkCDOGE77tBlpNQGRnww8AtzYmnF1WLIEM7qLOlGDatnCMixMt47LMDFw4XErqFJD09RmcoMkEhNDWlhGmKDQcRsWlqlL6c7Ba3dDcXXDpbZQlfZddgK/KJBzW5eY2k7EjYPUQH00aQZwfqsH20itTA9rZfpefbe72r3Nq7oq3BUp1Rl5aTIzI0mkNKknIYWkxl8py9P2mOV99+6p61NrmRlGtplhuIkhFtgI/wLuiJOo0YGcCMRVydfMmTO55ZZbWL9+PYMHD4553AsvvMD111/P4sWLmTZtGlu2bGHz5s2tymU6UqmsrGTs2LFs2LCB999/n7PPPrvN5xg3bhzr1q1j69ateDyeNr9+ggRxRinQnThr7RoQ+efgrJkjWjvWxLYqCYerCJeUUBfcS20kiF2n4x+eTnePW3iaXDOFBIugCUErDbE7E48rFU9mEq6YAxwHYABPAwWdHTU6kLhzkBoQAXEW8BBw+mFfzEZqQRfear/QohrYTlhQKhLTbRBJDhP1h9sqI2sBMFUWyK/a5Gptj4LzRk/vbEMa2LlzJ7m5uTzwwAOtUmGurq4mOzubSZMmccYZZ/DTn/6Ujz/+mDFjxrSfsV2IkpISxowZQ2FhIe+++26bPi+LFy9m9OjRPPbYY/z2t79ts+smSBDHvA5c3tlGNEZA5Cs48gMP0IKETixY2HYEFBOBzcFbbTqOcqXeNrlMEngJxzEqbIsLtiVx6yABiIAQwEXAPcApnWxOS3wG3AfMb8d+am1FXOUhAZxxxhnU1NSwevXqVo27+uqreffdd9myZQt5eXlceOGF/POfnZbTF3cUFxczbtw4tm7dyrx587jgggva5LoXXnghS5YsobCwkKSkpDa5ZoIEcU5c5B81R0Dku4DrgSm0gaPUjljAG0CgQM6Niy3LxohrB+lARECcDNyE0+04XuL5tTje7zOyQMbtH7kR4i4P6cknn+Q3v/kNa9asYejQoTGPa8iDeemll1iyZAl/+9vf2LVrF5mZme1obdeitLSU8ePHs3r1av76178yadKkw7reypUrOfHEE7n//vu555572sbIBAnin7jJP2qJ+ojSeOBm4AKImxZsxTiCxX8tkHM7ooPEYdFlHKQGREBkANcAlwJnQvPtftsBA1iIE26dLQtkdQfP3xYMB1Z1thEHsmfPHnJycrjzzjt58MEHYx5n2zaDBg0iJyeHP//5zwwfPjyhidQI1dXVXH755cyfP59p06Zx7733HnKuVn5+Ph9++CHbtm0jLS2tjS1NkCAu2Qv0IM7yj2IhIPL7AZOAH3EIeUptQC3wPvAa8EaBnBuTYGA80OUcpAOpd5bOw9kuOgfo1k5T7cHpAfMW8KEskHGTRHYYbAdyO9uIAzn//PNZs2YNhYWFrVq8H330UX73u9/x9ddfc9NNN1FUVMTGjRsTujzfIRqNctNNN/HCCy9w2WWXMWvWLJKTk1t1jXXr1jF06FCmTp3aKkc2QYIuzt+Bn3e2EYdLQOT3AS7EWTPPANprf3wrjlP0FvBJgZzbrNZhvNKlHaQDqc9XygVGHvDoB/QEUmO8TCVQBHyLIyff8CjqAnlFreXPOOHXuOGVV15h4sSJzJ8/n3HjxsU8rrS0lN69ezNp0iTOOeccrrzySt58800uvjiu0qziAiklf/zjH7njjjsYMGAA8+bN4/jjj495/M9+9jNee+01tm3bRlZWVjtamiBBXHEZ8H+dbURbEhD5KjCQ/evliThraA7gjfEyJcBuYAP718vl9aKWXZ4jxkFqDhEQPhxHKRtHY0nHCZWaOJ2Si4FiWSA7tolV5zIeiAutiQZCoRA5OTmcf/75vPzyy60a+/Of/5xXX32VwsJCRo4cSV5eHh9/3Gy7v6OahQsXMnHiRCorK3n88ce58cYbW2xN8u233zJw4EAmT57ME0+0KObbpQkGgzz77LNcfvnl9OvXr7PNSdC5RIBMHF27I56AyBc4jXF74rRV0esfFs6aWYcTSNjTlbbLDgkpZeJxdD5cUspqGWf86le/km63W5aVlbVq3KpVqyQgH3roIfnoo49KQC5btqydrDwyKC4uluPHj5eAnDBhgty+fXuz5994443S5XLJnTt3dpCFncOiRYvkgAEDJCBHjBghw+FwZ5uUoHN5T3b+53Xi0QmPoyKC1Nbki4CCc0fRs/6Rg5P/pAMa+6NTQZzoVBFOGHL3XFlQFOuXCwAAIABJREFU1xk2N8E84kzXY9WqVYwYMYInnniCW2+9tVVjzz33XNatW8fKlSsZMGAA48ePZ+7cue1k6ZGBbds888wz/O53v0NVVR566CFuuOGG7+Vv7dq1i2OOOYbrrruOZ599tpOsbV+qqqq46667eOaZZ+jbty/XXXcdBQUF3HHHHTzyyCOdbV6CzuMmIC5e9EIEBE7KSA7715+GnZED154wTu7sbvavPzVSFiQW/FaQcJBaIF8EVOA44GT279WOIPY92u+yC1jG/v3aZXNlwd42MPVQ+Bkwq5PmbpLTTz+diooK1q1b16qO9B9++CETJkzg+eefZ9OmTTz88MOsW7euVercRytbt27lhhtuYP78+YwcOZKZM2cyevTofcdvv/12Zs6cyaZNm+jfv38nWtr22LbNiy++yNSpU9m7dy+TJ09m+vTpJCUlcdNNN/Hcc88xf/58zjnnnM42NUHn0Bvnc7tDqXeG8ti/7pwMnETsObXfpRSni0LD+rMM2JFwmpom4SA1Qr4IJOPk6FyM0/KkvUV1VuBk+78FrJjbcS/Ybjh3GXHVm+Oll17i2muv5aOPPuLcc8+NeZyUkpEjRxIMBlm4cCF5eXnk5+cza9as9jP2CEJKySuvvMKUKVMoKiriiiuuYPr06aSnp9OvXz8uv/xyXnzxxc42s82QUvLRRx8xdepUVqxYwahRo3jqqacYOXLkvnPq6uo46aSTqK2tZfXq1WRkZHSixQk6geU4zkmHIETADYzBWXsuov0rjTezf+35XMqCVjUbPdJJOEj15IuADvzIxvqlQDlbIJrsQdOeWJilEWr/HSX86AL+tsWURk07T/kpjp5U3BCJROjTpw+nnXYab731VqvGzps3jx//+MfMmTOHpUuXMnPmTNavX8+AAQPaydojj9raWh577DEee+wxwuEwQ4cO5euvv+abb77huOOO62zzDhspJQsWLOC+++7j008/pW/fvkyfPp2JEyc2Ki+xfPlyRo0axcUXX8xrr73Wqqhmgi5PAU6HhHajPlI0FuwbQZwPwt+e8zWNXSOo+UwiHlZ5drUpgxWdY0f8cNQ7SPki0Av4BfBLnP3cuMHC+ExFfwJ4a277efY345T8xxV/+MMfeOCBB9iwYQMDBw6MeZxt2wwbNgyAjz76iAEDBnDFFVccUZGPjmLPnj089NBDzJw5E9u2ueyyy7j99tsZPXp0l3QSDMNg3rx5PP744yxbtoycnBx+//vf84tf/AK3u/n+mo888gh33nknL7zwAtddd10HWZwgDhgEbGqPCwsRSAOuxfkMjrM8APMb0P4IzJGy4Kio3muMo9ZByheBvhIZEIhr6Hg17lYhkTuB+wTi72/xkBWWobb8o2XiJPDpbXjNw6a4uJi+ffty/fXX8/TTT7dq7KuvvspPfvITZs+ezfLly5kxYwZff/11q1qYJNhPYWEhzz77LM899xyVlZWMGDGCX/7yl/zkJz8hPT1ueh43ydatW3nhhRd4/vnnKS4uZuDAgUyZMoVrr70Wjye2rkWWZXHuueeybNkyVqxYkYhIHh0sBU5r64sKEcgAeSeIXwO+tr5+G1MJ8nEQj7t5uC4s644qh+Goc5DyRaAbcLdE3nw422gSCxsDGxMbE4mJRNKgRC8QCFQEGgoaCjoCbV9H5EPBwtxaxZ7Hvmb+X/bIrdYhX+j7vIWz3x1XXH/99cyZM6fVooS2bTNixAhCoRCLFi1i8ODBjBkzhjfffLMdrT3yCQaDvPzyyzz99NOsWrUKt9vNhRdeyJVXXsl5550XV01ri4qKeP3113nllVf4/PPPURSFCRMmcPPNN3PeeecdUpuVHTt2MHz4cAYPHsyiRYvQ9bi6p0jQ9twCzGyriwkR8OE0vL0TOOQePQIbNwZuTFz1XzUkon7tkQhMFCJoRNCJoBFFRx5WOzarDCr/JPjiCVsuqz2MC3UpjhoHKV8ENJwmrdOAVvVXkNiYhLAI7ftqE219+z+poOJBw1v/1Y9K6300iVwqEDfNlQXLWz24ca4EXmmja7UZDW0t7r77bu6///5WjX377be5+OKLefbZZykrK+Puu+/m008/5cwz4yrdqksipWT58uW8+OKLvPrqq+zZswe3283YsWOZMGEC5557LkOGDOnQbbhoNMrSpUuZP38+7733Hl999RUAQ4cO5eqrr+aaa64hN/fw811fe+018vPzmTZtGvfd166pKQk6FxPohdOD7bCozzGaCDyKU57fCiQphPY9kgnhJ4LSyreWLQW1uKnGSw1eqvBRe0g93+UWEL+RsuC9Qxjc5TgqHKQrxB+GCJRZAnFKrGNsTAxqMajGoBaE3faGSVBwo5OMixRUvDFHmCTSMgj/cSv/LdjAZyETQ1jSPNSokhdHrynlEMe3OVJK3n33XS666CJ69OjB7t27Wz3+zDPPZMuWLaxatYqTTjqJnJwclixZcshNWhN8H8uy+Oyzz3jjjTd499132bTJSdfIzMxk9OjRnHrqqZx44okMGzaM3NzcNnGaDMNg06ZNfP311/z3v//lyy+/5KuvviIUCqEoCqeddhoXXnghl1xyCUOGDDns+b7LpEmTeOmll/j0008544wz2vz6CeKC93EqmA8LIQI9wH4OlJj7HinYZFBLFjV0owa3aKP0UynhgPdfWOqUkEwpyZTjR7aqmNmYrbDptypv7JFIzZDRI1JR+4h2kOqjRr+VyPti3U4zqCVCOVGq6eg8VEXquEjHTQYKWkxjooR2bmPV3V8z/z1TGqWHMf3fcTo+dyqWZfH6668zffp0Vq1aRd++fXnggQe45pprWn2txYsXM3r0aAoKCsjLy+Paa6/lH//4B9dee207WJ4AnHylBQsWsGjRIpYsWcL69ev3HfP5fOTl5dG3b1969epFdnY2mZmZpKam4vP50HUdRVGwLItIJEIwGKSyspKysjKKi4vZsWMHhYWFFBYWYprOouFyuRgxYgSnn346Z511FmPHjm33vKjq6mpOPPFEbNtm5cqVpKYeqixNgjjmGqB1/Y4OoD5qdBXIJ0HE9IL0E6IXZfSkCl200bp8gFMkqd/0EML5+QFEpcpu0thJBiGaL1g4YFSVysYHBW++bMhoh+tEdQRHrIOULwJZwGvA2S2dK5FEqSBMGbaIg6bDUqCTgoduaDHoUUps2yAyxYX3j4ehoXQu8NEhjj1sDMNgzpw5PPjgg2zYsIFBgwZx1113cdVVVx1WrseVV17J22+/zfr16/nxj3/M9u3b2bBhAykpcRMsO6Kprq5m9erVrFmzhg0bNrB161YKCwspKiqirKyMWD5/NE2je/fu9O7dm/79+5OXl8exxx7LsGHDGDJkCC5XxytyLF68mDPPPJOJEyfy0ksvdfj8CdqVII469SFVbwkR8ADP4VSotUgWVfShjDTq2v6m/MCokRBOBLfhAWBLpLT3nSsllJPENrpRTqw5heFnwPObI1FD6Yh0kPJFYLhEvikQ/Vo6N0w5IfaAaMuc5zZCgk4qXrqjxuDVW5jPf8m83xexodSWdmv/sAqwHWffvcMIh8PMmjWLhx9+mMLCQoYPH87dd9/N5Zdf/r12F4dCYWEhxx57LJdeeim33XYbo0aN4rbbbmPGjBltYH2Cw8E0TaqqqqiuriYYDGIYBlJKFEXB7Xbj9/tJS0sjOTk5LmUFAoEA9957L7Nnz2bixImdbU6CtuOfwE8PZaAQgRzg/4BTWzo3jRryKCJdtN/ulJRyv1OkCIRQQAikqiJsibRtsG1A1n/dT7n0s5lsqmMqtLP+o7B8kuS93ba043AxPTSOOAcpXwQuBV4CmhXbMggSYjeWCHeMYYeDBBcZeMlGaUGRIEp4RYiqCz6UT7cuacchAPzhkGxsJcFgkL/85S88+uij7N69m9NOO4177rmHCy64oM0Xwz/84Q/cf//9LFy4kH/+85/8/e9/Z8WKFfv0khIkOBRM0+Sss85i7dq1+7aDExwRnAUsau0gIQKnAG/QQiK2nzCD2E2maH95ISklQtPA5UJ6XEhdYKZ4sF0CNWSCoqJVRsA0EOEoRA1ANhRjIyWUiBQ2yp6EW1SCie6EigulfHpVe/9eHcUR5SDli8CvgKeaO0diEWIPEcpbX4XWyQip4SMHVwu51BK5VSDOmSsLtrVyilzgW9pRF6qqqoqnnnqKP/7xj5SWljJ27FjuvvtuzjnnnHaLEtTV1TF06FB8Ph8PPPAAl112GVdccQWvvfZau8yX4Ohh69atjBgxghEjRvDxxx+3SdQzwcFUV1dz++23c84555Cfn4+mxZafeYisBVotmCZEYAJO5KiZ0jBJP0rpz17UtsoxigHhdoHPi/S6sbKSMVN0Ij5QFA0taOEqqUNETURpNSIcAdvGNkxAIFQFIRRMVWej2Y1dZkupCbISxAQpC77siN+tvTliynnyReC3tOAcGdRSxSYious5RwBSmATZTpCd2DQdxRSIY2zsz08WF5+hCq01v+kOoF3KN0tLS7nnnnvo27cv99xzD6eeeiqff/45CxYsYNy4ce26heLz+XjyySdZu3Ytl112Gbm5ufzqV79qt/kSHD0cc8wxPPXUUyxatIhHHnmks805IvnTn/7E888/z9VXX81xxx3H888/TzQaba/pnmvtACECPwLepBnnyEeYU9jCALGnQ50jCUhdQ+o6Mt2PnebBSndBHw92ugermwc72Yv0uMClg1DqH86WHEJBeDV0l8Kw7ApOTt6Dp9mqOpEG8j+K+NnlqtC6vH9xRESQ8kXgVuCJ5s4JU1Kfa9RBRrUzinSRRB/UZm5YbKzdCuroubKgsBWXPh9493Dta6CoqIgZM2bw7LPPEgqFuOyyy7jrrrs46aST2mqKmBk+fDhr167lv//9LyeccEKHz5/gyERKycSJE/nXv/7FF198wSmnxKwmkqAFqqur6devH6NHj+b666/ngQceYPny5eTm5vK73/2O66+/Hq+35UKWGKnDycGsjHWAEIELcCJHTe4/daeKoezsUMcI2JeUbSd7sXqkYman4etnkZpXg7t7lGDQS2WNj5qNXvSSOnyFtahldUjLwg5HsFI8WN18iDSVtD5R0jJrMOsElSEfX7zfjcrq5rbc7BAo46QsWNxhv2870OU9vHwR+AXNOEcSmxq2ERJd2DlqxIm1RZRqthKluslhCmpPiVyQLwI9NKHHGvv/ANhyaIbup7CwkJtuuon+/fvzpz/9icsvv5xvvvmGefPmdYpzBPDBBx/g9/u59dZbse120LVKcFQihOCZZ56hZ8+eXH311dTWHjVCw+3OzJkzqaio4N577+XSSy9l2bJlvP/++/Tt25fJkyfTv39/HnnkEWpq2qSn92xa5xyNBf5FM85RP3ZzPNs73jkCJxIkQXpd2C4FM0XB1cckKSNKr9xSsvpX4OsVIpwuMNJdWF4NdB2h6wiXCqkeZLIbMSgJ7TgXniGS1DMtUk4UHPdD6JHTXCRJ8YL8QIjACF2423VPtD3p0g5SvgicAzzT1HEbgxq+xRBNOxFdAdnU9pOwCbKdMCVNjhWI/gaRDzPoHWt1mg20rvnZAWzYsIFJkyYxYMAAXnjhBSZNmsTGjRt58cUXO70TfE5ODjNmzGDhwoU8++yznWpLgiOL9PR0XnzxRTZv3sztt9/e2eYcEVRWVjJjxgwuuugiTj75ZMBxRidMmMCiRYv45JNPGD58OHfeeSd9+/YlEAhQXl5+OFM+GeuJQgQG4DhHjZYXK9gMZxt5ohTlcNIHGvOrhABFAUVBulzO95rK9+S168v3pQBbgCUEqBJFs1BUG6FZGKZAqhKJDaYNqooQAs2v4kqSpObY5AwOk9E7zMDjK+mWGyGrT4RjhtYx+CSDof2rmzASQKSA+b7NqV02XN9lt9jyReAY4Csgo7HjFlFqKcQW7bZX3XE06FccqGkhnc5vDdElj8zCS3aTlzAxZmvo18Sok5QG7KIVjRRXrVrF9OnTmTdvHh6PhxtuuIEpU6bQq1eHqga0iJSSCRMm8Pnnn7Nq1Sry8vI626QERxC///3veeihh3j99de59NJLO9ucLs3dd9/Ngw8+yMqVK5vdEl+6dCnTp0/nrbfeIikpiZtvvpnbb7+d7OymPw8bYRFO9VqLCBFIAZYAjd7xKViMYDsZbVGltk/dsf6rqoGmITQVfB7QNOckKaA2CIaFtC2IRkFREBInxygtCbNXOu5+oCTbZA6vpGR3OmZQpbrYhW9bEL20Dr0i4qw3mqTfyRHyhtTQ43SDgbmlmLqNLcBrwsbtWZR+rbF7k5f3/pXB1zUZzfR6M5eB9j9SFsSByGDr6JIOUr4IJEvkYoFotNrAwqCSTSjt0R6kngNft4d/sYMl4L9HvY7FQSJfsl7DQsoDnKRueOnR5GVMjN+9y4w/G0TDtrRaenKeAW5syfQlS5Ywffp03nnnHZKTk/n1r3/NrbfeSvfu3Vsa2mns2LGDYcOGcfzxx/PJJ58kKo8StBnRaJTTTz+dbdu2sXr1anJyWtl6KwEAxcXF5OXlcfHFFzNnzpyYxnz99dc8+OCDvPrqq7jdbn7xi19wxx13xNqD7wqciFCzCBFQcRKyL2jsuILNMLbIbiIsDqcxeQP7dIzAcXhcLlBVlGQv0uMBt4pEQxgmIliNDFlIw0CGw0D9TXWqH+HzYmWlQo4bM0XF7gVmjQstYqFsM1Brwigl1aghC6Fp+LtJTji1kv4Dqxh76S58HgND2uhCIKWgtMTL5pWpbFqXygdzulNco7E6mNmMk2T8U+dv/2tRalvS7DJtSbrqFttfm3KObExqKUS0s/DjvpeBokDDAtuWPb4OUD9FCETDPKpy8PEDCItSQs1st6loDw/nB5MUlFi05B+FZkrlgGuuuYbTTz+dL774gvvuu49t27bx4IMPxrVzBJCbm8tTTz3F559/zkMPPdTZ5iQ4gnC5XMyePZu6ujomTZqUyHU7RAKBANFotFVNqocNG8acOXNYv349EydO5JlnniEvL4/nnmuxMG0DTqJ1LNxFE86RQHIC22kr5+ggVBXFq+LrHqX3yCBDziphyKgSRp+7m+NOKeXEs4sYMq6U1D4h0vpGQNecLTdVAcMEw0KpjiBLosiiCNENFuyMoGwJo1ZFUKojKCHD8ancKobuRvfaZOeE6JEcJM0doZvbJNVlkO6J0qd7NX5vBNsENJXu7hBD1KJmfgH9GosfPCRQmtUnjDe6XAQpXwSuwGkh8j0kkloKMdtbgOsAp0Wo6v4cISmRpukokrbmeW2IINVfRzTsMUv2OV1CEY6DJASO6ql07hQs6+C5JPjJxUXj/aEMInuL2DDoS/mvqhgsm43ThbpRAoEASUlJ3HDDDSQlxSpLHx9IKbnqqqt47bXX+Oyzzxg1alRnm5TgCOIvf/kLN9xwA48//ji33XZbZ5vTpVi3bh3Dhg3jxhtv5KmnmlVuaZZt27bx5JNPctppp/HjH/+4uVOvB15o6XpCBE4AlkHjjTIHs4tcUXFItjaFlBKhqgiXC8Wjkjuyjh6Dq+kzvJbc3lHUkBshFYQ/wqZtOhVFOns3pbD2w3SkBSJqgSrApSM9HqRfBwFGso4WNACBEpUQjiIME6lrkORB76Zz+v/s4dgBpVxy4QYU5eA9EyMKSz/vyYa1Gbz+ci5mTQRZF2JLXTLf0tQNshURbDrZlnPWtOmT1I50KQepvr/aN0BWY8dr2UVUlBOL935Q6LI1HLjdpWlO2FNV9295GYbzvRV7BKvBFll/3X3fKwc4RKqjTyHqE/GkZTmqp43NJRWS6d9kH7c6ql56Rz4eS5+g4cARo4r6XSorKznxxBORUrJixYp2b3Ka4OhBSsmll17K+++/z1dffcXw4cM726QuwwUXXMBnn33G5s2bycpq9KO+LdkJHAM0u+0jREAHlgIjGjueQxnHUnR4CdmNIKVEuFwIXcffS6P/yeXkHFfF6B/tIt0rSbIEqqoQxGZrqcbWlekUrU3lq7m9kVEL24iiCGf3QaRpyKgGAmxNRYlazjpj2QjbdqKdfg+2z03KQJ2Rw/cwKK+USyasQ6m3peEmfm+Fmw3LM9m4Pp03XsrFDkWxa2qQ4Sir6UNJE2LGgtrlkqST5aH3DO1QutoW21M04RxFKMegIibnaB/1To5wuxE+DyI9BZGagkhJQvh9CF2vT4ITzkPUC2e5XAifD8XnRUlJRqT4EUk+hM/reOqqekjbbeKArTSh6whNdZRM66NJQjqRIywbYdn7nbLvXcipbrNpvAzTS8o1+SJwZgwmraYNNZHijbS0NObMmcOuXbv4+c9/HlPj1AQJYkEIwV//+lcyMjK46qqrCIVCnW1Sl+DDDz/kvffeY9q0aR3hHAHMoAXnqJ67aMI5SiPIsRS3uXO0D1WBJC8hNRVPipteOYIeqSbZHotuyTZpfpNuXotBPaNkpQncniTISsHonU5kUA+MYSmo470k/8DEc7aNMs5FuK+PcO8krCwfwu+BFB9Kkg/L78bo7qPE5afMp1GZYlNkCkptiALFIR+flfTi/fJjWFTSg8VbM5GGiYw4CtxCwFB24qfxFl6SpJOA/22fJ6rt6TIOUr4jyJXf2DGLCHXsbn3WtHCk1NFVx+FxexF+H0qS35Fnb3CQhFMkIOrLKfc5Tj4veN3Ybjd4PAi323G41Pqyy9basq+pYL1TpCr7ttUE1G/hWc7Dls0u6LYwqGNX41M5twF/PVlcFEsb9P/Xul+kazFq1CgeeeQR3njjjUQD2wRtSlZWFrNmzeKbb77hzjvv7Gxz4p5oNMqtt97KgAEDmDx5ckdMWQr8taWThAgMAu5p7JiKxVB2oLSbzpEEXUVqCnqqijvZg4z4yFQV/KrqFLYBXkXBZyokKy7SMiSW343ZLRmjWxLWsckog9x4jrfwnWWjDlaI9PQRzUnCTPchvR6k14vtcSFTvdgeDSXdpi5JYY/hocIW1NiCiIQqw8PuUBKLd+ewYGcuey0vMhJBmPtTPTRhM4wdCJrMv5shxJ2tKjHsLLqEg5TvVA40mk3r5B1th1a/QAW4VfCqqP009GQFXw9JWh+Jnqqg9xEIn4rwCKRbR2iaI9me4sH2qJiZLqwUF5Zfw0x3Y+sqtq7sd3JaLBJr7HfhO1Lv+50sKSXSlmBbTo5TDHlOhqgh2rTu2eBM+tyhCb2l18DnHELjxq7ErbfeyuWXX87UqVNZuHBhZ5uT4Ahi/Pjx3HLLLTz55JO8//77nW1OXDNz5kzWr1/PE088gdsdSx3J4U8JxJKw+gBN5B3lsUt6m229cQjIg7+RioJUFVSfiqoo+Lw2PsUxSBeOg6QhcSPQNbAtHZI1RLKCO8fG1xv8uSZ9T6jF29MipVeUlH5RRIqCki6x/Dq2R8NK9mJ7VCyvSsivUitVqhWVHdV+ykNutu1NYW+Vl+2lSazZmE5lUKe8VMGO1OfCmvtTPZJEhP5NFwwlg/WwItSWut92Ol0iBylfBH4KvNjYsWp2SUOU2cqB3kRLaBpCUZE9dThOh94a/XuHGJhRTWbQpDpJYW1FGru2upCVYC21sG0XdooH0y0w+3gwukmkLkB1oReraGVR1Oowrp0VyIiBjEadfKRYaNhaU9T6bbX6LTohnBeeZe1PxrYlSHu/BlILfz8hVVIYiNLI+9vG2qug9p8rC+pasPA82qlHW7xQU1PDaaedRklJCcuWLUt0Zk/QZoTDYU455RRKSkpYvXp13Fd5dgY7d+7k2GOPZezYsbz99tsdMWUN0BdoNqtaiMDJOHp73yOVCjmCbaYutLZd6CX1N/wCiUT4fZCchNozlTPO3M2woXu58ILN+7I4LGlhITEsyVfLerPm6x58uGAw/rw6UvKCdBsYZHDvEtL9URRbohgmq7ZkUVnqZ3txFtvWZoFQ0WssLI8gkqFiZAjSu9eiewyG9N6BVZZEth3CrhJs3JxCUZ0LY1MYrTSMa1etExCQ9kGakbaEr8ijptFcWGlAdLCUD37bps9dGxP3EaR8EXADjdZ6WkQJsdcWrek+35BUrWkovdyITB3vyZLsURG6DY1w/Okl9B4RJPOEOpTjFJQeGiR7INWP9Hsw+6Ri9PZi5LgIDXYT6aETztAwfSq2R21UHykWF1TWNweU9QqpCCc6Vr+3ts8Zkpbp5B3FWCknheVsPzb2VKB2t7FuicG893ESFI9YkpOT+b//+z+i0SiXXHIJwWA7V0ImOGrweDzMnj2byspKrr/++kSuWyPceuutWJbFzJkzO2rKJ2nBOaqn0RQDBZvB7LQVIdohCnLAKiJxbpylxO+O4MLCjO5ftk1LYgM2kqo6hbqIQFEtdI9BSnIdaanVDBu0g95p1Qz2VXBCcgkD0ssZ0msXvXIqSc+uJZLhwkxWMZM1zDQd6VKxvVBp+SgNpfB1YX/W7uzJfzf3YsmXvanc4UVdE8a3PYxeYzqRo+84R+CoDAxhF03IgeugTG/7565tiXsHCSehq9Hb+RB7cAldjSX5aN+fSFOQLg0rzU9SiqR7bpTjB5STnVXLcb3LyOtXSY/uQY7rX0X33gbp3Sysfl4imRrhfm6UPEjuGWHgcRXk5laTlR1E6WNi+m0st3WQ0nUDTTlMUgjQVGcPOMmDleYl2sOP4dcw03xIj3u/wySbzzlqDoMqTBpPEhUov8sXgeQYLjP1kCbvQgwePJhXXnmF1atX89Of/jShYZOgzRg2bBgPP/ww77zzTiy6PEcV77zzDv/617+YNm0a/fv374gpy4FHWjpJiMAY4NzGjuVSRooQqtLuS6hwHBDTIlRuU16hUVLq4b/f9GDtlkwWr8llw5ZMVq3JZvWKLMrL3GzbloapCGyXDRkmitvCqxtkucJomkVUgWiKJOK3qU1TED1NZLqFkS4wdIHpBgOFkKkTtFzsqk6hrNLD7p0phCpUQrslSlEEggaiJro//aPiTDnWAAAgAElEQVQRkkWYHk2meWg/ESLQuf2nWiCum8jli4AAGs3WM6izDaoUoMXKtX3+eH2FmEzxYif78WQZDMkoY5C3nBPTS3ELiUuxGeCuIcsVxtVTUGhmUrwngxrNj50ucKUYDBxQzpDkMlJ8YXanJ7HA1ZeaGsXJy94kkBHhRKkaFlix/00kbbveWunoKHl9CI8LK82HmeEl6gZF09AMcO0NQcQFtXWO2FcrpAMOQkBIFpPM9z98BCINuIZmetrV8zHwITD+0IzoGpx33nnMmDGD2267jalTp/LIIy1+jiZIEBOTJ0/m/fff5/bbb+fss8/u9N6E8UBNTQ0333wzQ4cOZcqUKR017f8DYtGBa3TtUTFlP0oFtLz2tAmWjYiaUGew61svRSUpVKnJ7K5MISkliiJNqvfqdHeX8W1hN0KWG0vq1Iok7KBkV7QOLxqmK0Sd1NgRTWOTkcxGLRuruyQpXINVpxHa7sM0VKRLIOpbWUkFpFuC4kRT1LCNEjXBMhFRxzmqF6Jpkjz2sodU5PecSSGAm2nieY4H4tpBAsYCgxs7UMOuZrtzHNi+w3kl1+sLed3Ybh0zzUV2jzDpPoNRmSV0c4WdaCYSXYngt6LsdkUoSzKI9HAR0TSkzyYjt47MtCA5qZXkeMKYqkBLimJ7dCyXDabzgrEbXjiKghAKUB8B2mezI96FriK9bmRmMnaSit1dhYiKFbKRNRbCtpGqtj/5+xAxCWJQi873BR0l9q+9Iml2SNa29KExFfghsYTsujC33HILmzZt4tFHH6Vfv37cfPPNnW1SgiMARVH4+9//zvDhw7n66qtZsmQJLlcshaRHLlOnTmXnzp18/vnnHfVc7MCRi2kWIQK9gR81dqwnOy0NU2uTj8FGcjIO/pHjfkjbxpaSigo3MuJm8ep0IraG4rKwQ6CGTHaGvITCHnAr0FsQQUNBxbRdROwoNYaLUuml0vSytrYnIU3HFuBKixIRID1OrzWERNiyvnraRjEAKRFRA1FnQNSCUATZkHcEzWoKeoVBb1nBDjIbewJ+pohRj9lyybbDfCbbhXh3kBpdmSLU2iY1pk5s7yipCITXjfT5sDLd2P29mP1Ugt0l/rw6/LqBSzl4O8WlWGSlB7FDmei9oxB0gVtQHfTgSrXIVoNk6XUYZgYWKrbQUOos8Ohg2I4UAOxT297nsFn1VWiKgtQVzDQPZvck1Bxw9TXw9QxhlOnIoErE9qIWGyh1Eu1w8xYEhGVJow6SQBlyOleOBd5o4SorgVdoRl37SEAIwZ/+9Cd27NjB5MmT6dmzZ6LxaII2oWfPnvztb3/jkksuYdq0aTz88MOdbVKnsXDhQp5++mluueUWTj/99I6a9l5oQqTnYH5BI7mtCqbMpcwWor2q7Jxc1IO8JkUBl46NhiFcWG4PVtADUqJUOTffiqFQJ1X8PUMk9YuQnBUis281WbkV2LZCRa3Gf8r6Eq7VWVXUg7KgD0sRWIaK1MAq9qKVCBTDQg1LbA1st0SxwXTbeIsMPHsNlLABtaH6Ku0DOzg030+0LyXspLGGtiJZcso1QFzmI8VtDlK+CPQCLmnsWJhSiWjeudv3p2uoEHN7nEhN92RkDzcy00IbHKbOr2JKsS9lqOGrLSGMhi/ZwJ0RRsswUBSJOwxWUKe8zkfYUnFLG59hQlDDcutOxEirr0ZTFES92jYuF4qm7ZeN1zRwubB9OqZbwczR0bMskrJrST2mBlfPKIYPjCQN21fvbB2mEJlJEKuJz4YkMmINk0wjNmG1Lo2mabzyyiuceuqpTJw4MVH+n6DN+NGPfsQNN9zAo48+yoIFCzrbnE6htraWn//85+Tl5TF9eoetjeuAf7R0Ur1q9i8bO5ZNmdRbWHtax8E3vlKAEMo+0WAhnHQNUe8k4XWDpmC7nCpnYViodRZSUbD8OlqugjfboOewMvoPLiYnqYI8vYw6Q2FFeTfe2TyIouJ0jG1eIutTiO7yE96ehNyro9eBt8zGU23jrjDx77Lw7bXx77TwlJqIkIGoCTmaR3wnJ7aFtckjTLpR3cTR5P8VTjpN3BG3DhJOd+XvefA2FhZBVUWLyXaJQOo60qVhe3WU7joiDdL7BVFSTBSfSVCoGFKhxtAoj7gJmSolES9hFKIKhKVAKE6JvcuQWIaCZptELYFtQ9RUkLajJil1FakqSOWAViT1ithSrX+RqypSVR2bNAXTrUKyjeK30PwGqt9CuG1sQKpOeFXC4Ve/CAhT3ughF74x+SLgi+EqW4C/HJ4hXQOfz8c777yzr6v4smXLOtukBEcIM2bMYODAgVx77bWUlzf+njySmTJlCoWFhcyaNQu/v8P6l95FCw246zkb6NHYgT5UKRqaImOqTW4lQkEg6vXwGpqV40SUFAW8OlJTsHQVW8W5mzccZwUFZLZETzfwZUfo3a+UjJRauqdUYRs2tSGNdTuz2FOWzN5iP5FtLoxyjUiJhqxWEGFIU2vRIyYuw0CvtdBrbbRqC1eJgVprolbU7Wt8i2U7nR1asSblNrH2gLsfWEMO56lrL+J5i+3ixn4YpRIhJCIW365BKRuIZqhEcnX0XBg0pJxje5eQlVZDmivMGiONzys97K5ORTegzPbg80cwTIU1O3sgy3wQdIOpUuESaIrEowoyvRE8PpPUjDA1fTxomiBanIxW6UYJRlHLgwjNyR+SqkDoWn25PmBLhLTQLBVPGOQOjVC1D2kJzAoVa5eGq9ZAK4mg1hlOLlIbVFUZVCLp8b3nT0HRcSo23orhMvcD1wKxVL91aTIzM/n3v//NmWeeyfjx41m4cCHDhg3rbLMSdHH8fj+zZ89m1KhR3HDDDcydO/ewI8RdhXfffZfnnnuOKVOm8D//8z8dNe1iWk4haKDRtSeNIMkiSmtUZWJGiHpnSEVRnNRvKYSzlSEUpFsHRcX0qhgpCtFUga0puC0XtmITyRFEuiv06Rulb69qBnmD6JpBrfQSNF1UFiWjF6l4ttu4S0zUahM7Q0Nm6oh0m37H7KG/by/RGheVUR/r1/bCqDTRqqPopWFETR3CsCAccRqyAy1mZ3+HdIL4iFBHY9uT6sU4fVbjiriMIOWLQBpwVmPHojEVH9RTn5ht+zTMFA3TB+5jTDIyouQlV3Jicgke1WRzOImlVdmsrclgflE/Pi/tzZKyniwo6ktxdTJ1xR4o1REhlTRXFIFC2NQJSRc+j4nPF8abZKCmg53kwkpxI306wu1CaOr+aJKmIT1u8LjBpaO4XaiWQAvZqDU2ZrmL6m1+6r71Y1dquPdGcdVZKMbBPdcO595FChuDmqYOXxTjZfYA9x2GGV2KXr16MX/+fLxeL+PGjeObb+LufZygCzJy5Ejuv/9+5s2bxz/+0eLOzxHBnj17uO666xg+fDgPPPBAR01rA7+O5cT6rZ5GHaQeMckmHSpO3pFQnH6fsn5bTQjApYEisD0a0uu0HbFdAturYrkVjAwVK0lADwN/zwhuryTXFSJJAWmr7CjPxA6p6MXg32nhqrFQw1HUqAmGiS8tREr3IL3676Xf0GLSegUxUhRMN9jCQqmoQYQiyFDI6bnWIFrcyoVICJop+Zexrj0dSlw6SMAEGoluWUSlRUuizwcjhQAJlpAYPhXVY5PsCtM/uRLFktRFNNaXZFBc7mPrtykUrkumeIeHHd/4qSl2EdyuYW8TiGobtdImXKlTE9QprkqmuDaZ4lo/1UE3liIwbI1Imo6lq1huDfT6/KMGeQFdRXp1bE1FairYIAwTtTYCpQZyTxRjvYldZiB3hlEqghCKQl24XkXbblSIsrUYTe4Fc1G+CMT6mvgjsPYwTekyHHPMMSxYsABN0zjnnHMSTlKCNuGOO+7g7LPPZvLkyWzZsqWzzWlXbNtm0qRJ1NTUMHv27I5qJwLwHLA8xnOH0YTuXha1hzi9bPK/+3Nl2ad31/Bf53tR31pKQqS+gixqokQsZNRCRGyE6egQmVGFkKESjqpsr8hkT1USG3ZkU13ipabIjdxhotQaqJURPEYYr1pHj8wK+maXkZtVxpA+xWRlVdOtWzW9jtmL2xPCr9YgwlGImhA19re52mdf6+jW9M35KCECcdefLV632M5v7IdByqKIRuNzzSIMG8UELSiJ1OmIqIJh6ei2pKI6hdLqVHatT0UrsknaEUKvs5B+gdAlSqXE1gTuSpAuBRuVb61u7K5MZk0kg02VmRgSasv8SEtDSRaYER2hAtUmUgowTMc58uhYXh1FtyAiHD2JiAl1EbRwGMUyUZN1lNooStSCqETW1dXLuB/wxjlMDGodCfvvXy0bOAmIJdnGxLkrO2qyTAcNGsTHH3/M2LFjGTt2LB999BEnnHBCZ5uVoAujqiovvfTSvtL/RYsWoetx36LqkHjiiSf44IMP+POf/8zQoUM7atpS4O5WnN/o2uOh0nQLs/Xr5YHSLo1tSTXIt9Tvdggh6m+G6/tvNpTXI1BcGq4SG61KJ2J4cFeZCENiR0GpU0Go7I1m8HFaKuW2m+1FqbhqIbxToXaDC1FtoFUYCClAV+ifWU6vHhXk9q/k+O6lpOqSdD1IdtIuDKDWFJS5fWxf4wVMsJT9zlGD7a0kmTBuDCJ89zUuBE5gJK5CqfEaQTq1sR/WstdobaKykBLbrSKEgmJBmhIFWxCJapTU+QlFXezYlUlorxujQsW/NYpnl4V7i4Vng42rzEavsnAFbfQ6iVIrKKv2s708lc929qG4KoWyvUlEat0YpoolwHYpSJeCdOlOpEg5IHlbFcj6CJJEOhUBoQiivAatOoxeVI1eGkSpDkF1jeO5G23bDFEKC7PpSNwprbjUx8Crh29R12Hw4MF88sknuN1uxo4dy5dfftnZJiXo4uTm5vLss8/y5ZdfduS2U4eyZMkSpk6dymWXXcZNN93UkVP/nthaijTQ6Nrz/9l78zi5qjL//33OXaqq907SScgCQUFx39Hhy8zoD9SoqKwRB2FARUBAlJ8CMgM9jTCKG/4ICCKooAj0V5moMyKIIIsgI6ggCsoOWTpJ713VVXc7z++Pc6u7k1R1ujvVS7A/r1eRpm7VPaerbt/znOf5PJ9PHVuGJrr27NjdlT5ku/b9kddYcvbYYEnGtlUnAnGCKkU4hQRvOCbXHeEWDE4+xCkmeAXB7xYG+urp6W/g7hdW8lR3G0+tX8SWv7RS6vMw3RFOKULHCfXNIYsa8yyqH2T/Fc+ztH6YBZmI1lzMwoYiK5u3sKh5iJbGYtpRl/KhdhFKQVv1CsZk1p4ZwZzLIK1RHU1UEYcsMRDk1IIdhXyqIS1LOfkQpz/A8zz6/lrPpuF6HgqWUdcY8bv1yyl15yAfoXsddKTB0Sg0RivEdUEUJrEXquqFWBRR6BEXwS0KuqhxdIxbMIgBdzDE7Q6gFNm0ZGwNZ4kjMFkkjlGFEIIQKZVQYTRS19UASWI3G5PsEpgMYgp4VOweefMkT/X/Au+DCgJLL1Lsu+++3HPPPRx00EEcdNBBrFu3joMPruhIMI95TAgf+tCH+PnPf86FF17Iu9/9bg444IDZnlLN0N3dzZo1a1i5ciVXX331TJLRHwCumeR73lTpyQZ6E6UmeYsbCXi05aAqwCSAGnFFsCLGloKhtBpViRSbblK6vEQLqliyGZyig1OKwRhUbKDkIPkAb8ghHHTQbsRwm8IdMiSbE/QQ0DuMHihZHSKtKXQ79PRniAYWsmRzkUXZkJe0DDIUujzR38wLAy309bhsfLYBEYOU/dZqgBaGWV9RNLLyZz+bmHMBEvCGSk+GFAsJwaRPJiIIgptP8CTA35ThhXwL/cNZ8n6W4WIGrwBO3kV5GsklVt1aKYzvgqcxAJ5GGdCx4A+CE4BXVHjDAlGMOywoY0nQfm+ICmNUKRixCFFJgo4dlAFKtiuNIECiGJMkqLQzoCzdnv5PTThHlZBU8WZj8hfpBixh++/Kk2PVqlXce++9vOtd7+J973sf1113HR/60Idme1rz2I2xdu1a7rnnHo455hgefvhhmpqaZntKu4wkSfjIRz7C5s2b+c1vfkNra+tMDW2AU5kElVipjjZgzx2PCFl6g0nvAVP+qfJ9KxasragjSWIDDrCbZde1OkdKp0GS3RgrrREjI53YVlMmQkWxpV0YQWmFNgmqKKiSxhlMQIO7VeNtjdO1z6BLMSpORgIkEsOmLQ2sdxcgL8mxsqWfxsww+chhy0ATT6xfzqan6vGSIhIVti2t7SKaqq89r1eqwxVpr23JZBcwF0tsFRfoIv3DGu1OqsRWvtAScAKDUxTCbk1/T4YnuxawvqeZ7oEcybCDMo7NFNV5mIxrBRqzDsbTmJwNmARBh4IbCG5ByPQleAMJ2a4IfzDGG4zwtwboYozOB0gpRMIYCWwmSYIIlS/ZC7wUIGEEsfW0KZPfRrQlasg5qoRq5rXAq9aojtwkT/d3RdguY4899uDuu+9m//335+ijj+aSSy6Z7SnNYzdGU1MTP/jBD3j++ec57bQJNV3NebS3t3Prrbeydu1a3vzmySandwlXAQ9N8j0V1x6HQtFDkomtPelrdCrk6Lo2wHGtpRSeZ1v2XddmjTzPBkdao1KNvJGmnvJzWo+cWsUJRDGqFNp1JE6gFKJKVlbG6wnwt5Soe6KIvzXA21zEGSpaonWUVirimCiEgXyWnoF6nt+6gK2DdXT11NOTr2Nrfx1P/m0xA4Usg/2+tRQxpmbVjBwhbmU5qiwwp/SQ5mIGqeIHFFOsz1LnTjQ9OzYLQ5LYVGRiYCghaXAIxCXyHaTRSqbHDYKOHMJ6BVkNotCxFZp0SzbA0iicyCAhKCUgCU4+RA+H6CCCUmgzPkFguUMpuVqBvcBUhDguxOmxOKqJttFUIMQYIvQOZDlcYF/gkUmcLgI+DtzL3Ay6pw2tra3cdtttHHvssZx55pk8/fTTXHLJJbjuXPzTmsdcxwEHHMB5551HR0cH733vezn66KNne0pTxs0338xFF13ERz/6UU488cSZHHo91jdysqjoHtxA3jTQvMfE1p5RRrbyXMj4SH0G05DDZDxbchNBFQK0EXShZKkbroOStLJGur54Hjg65f6I7Wi2isH24dngSxkrA6Oi2L5WBCe0dlZa2UALJVa/yBg7t4ESKuPgl6D7tznqmlr43ap9UMrwxN/acHoT9PoibncJ4gSpUXnN/m7QKEX6KmfkXsnk1p5pxVy8iy+r9KRGso6aSneHGr1mkwQcbJkrMZisIFnB+AZTD7rkIMZBPIXE4MTgRqBjg06UTdpi/WlsIJSgowRVDKFQsucPQ6RMqi7z7BR2NyFij6XRuCQTEXWdJihIJKgUIAHsweQv0vuBrwMzZsk9V5DL5ejs7OSss87ia1/7Gk899RQ33njji6JEMo+Zx7//+79z6623cvLJJ3PAAQew554Vqj5zHI888gjHHXccb33rW7n88stnWgTzRJiMYN4IKq49zSR1vspOPEJQpJkgB+W6mFwWMh6mOQeuA7FB+y4SJkgs6HKjmzE2mySCOAp8F+M4liSdWCN0RGyVIUnSEp6DaGzZTqkdMj1lXSVl7HpjD1naiZePkEiR26Do39rAE/kMQ4M5VBDjby2iuku2FGhqv07VEVQLkPao+WC7gLm426/4ATmgfTJTmq+UH46D8cB4gmkySCYhySXEjUKchTgDUb0i9hUmoxBXYTQYrazth1ieEcbajhAlECaoILQltFIAxRLEcXphjblYUz6RGEkfZptS2mzAULXUO9WL9Dzg8Sm+d7eG1pqvfvWrfOtb3+KXv/wlb3vb23jiiSdme1rz2A3hui7XX389SZJw7LHHkszmRmoK2LJlCx/4wAdobm7m5ptvJpvNzuTw1wC/mOJ7K9736hDlk5mgfHZ6P1cy0uIvWmE8B1Pvk2RdokaPpN4nyXqY+owtv5W18bSyWSPHBe2MaOmJssEQlHm1ZRkAM1IlKTclIZKeRyF+KlDspjZX5Tg1MlCK0YWQsEsodGk2/bWO4a0OwxsUektgvdfy4bQ0C2Wqrz0Vg9TZwlwMkCp+QEJcSbdn51BYf5uMg2nwkJyH7KFxFsToRSGq2WaVUPaaVkahY4VOFCoBHQM67dbU9mLH/ohOs0KolHxHGvyI2B2To1EZD5XNoHM5VC6L9j2076E8b0wL6OxAan+RloATSHNtf4/4xCc+wS9/+Usee+wx9t9/f7q7u2d7SvPYDfGSl7yEyy67jLvvvpuvfOUrsz2dCaNUKnHooYeyZcsWfvKTn7Bs2Yyudy8AZ+7C+ytONjvhtSdtqREgtrwdKcu0RAkImIwibnIoLfYIF/uYpiymIYPU+SNuCziuDZK0RpOKBJi0iyyO7QY8DCEIUvHI0P5/nNg1xXEQz0eaGjHNDcjCJqStFdXYgGqsR+VyNitlxJblBodRfUM4g0VUdx7Vn7fnLYWoOJ6WFWqcAGk+g1QNa1SHC7RVOjZOtmMcpAGI54DvIq5DtNBFcgqpT6ApQfsGlRgrnqWwQVECKhJUSOqbRqpTodMoKo2myj45iH26fCmVfXUcxz5cq6qt3TQwcl3b1aC0jfRnCdOQQQL4LfC1XXj/bo+XvvSlACxZsoSGhr8b9YN51BjHHXccRx11FOedd95uYZRcVsq+//77ue6662aalA2WB1lVZGcCqHjf8ye89pTv5WnNwhiUGCuSbQyiwLiKxFMkOY3JupiMg2R8KyeTBjc2g5TuykVZHSRhTJZIILGt9xJFSBDagEzs2qS0RmczqIwlhJv6rB0j66P8jOUuaT1aqgsjK0Y5VEQPFa3sTKkESVwT7aNKyBBVOzSnMkhzjYNUT4WUipDYgGQSsLF8+t84QYIYsgm6P8FpENxejbhAQeGWFEaETJ/AsLHxjbGcIxXbk0U+kBOkRaiTIq0L8iR9iigvDPVmiJ+NkFjhBoH9FcriWo4Dvg+O1VXC+FAsIsaxu4Gx0u0zjHEySLtqQns+1tdtv108z26HUqnE4YcfTmNjI+vWrZvp8sI8XkRQSnHllVdy//33c8wxx/D73/+e+vqK2mVzAueccw433XQTF198MUceeeRMD/9t4LZdPEfF+55fueNqfKTBh5RSqyhA9xRwjIcJNJLROAMxuhCl5a7UxgMZ6YBDKey+fdvOOEvkLlM3UhsSYyxXyFjfTwGMBvFdlO9YTpP4mDgB49jOOiMYI6hSYMne2gHE0kPKxOy0tDZSFakRvOqf6ZwyQJ9rAVLF+cgU7FlHv0pbP9VRAkMl1GBA/LwDoY/b7aBLitgV3MFUdRuDMorEAxyFNoBSJFmI61zirKFlRYmWxiGakmH6h+sZeriNoteK1xvgDgX2PSKoVAAMz0VyPrgOxiSorGcj9ihGEmNrvGUi3IxSkqoOtqvXRQk4HvgN02J9PTchIpxyyik8+OCDrFu3jv32+7uLD+dRYyxYsIDrrruOgw46iDPPPJNvfetbsz2lirj00kv5yle+wimnnMLnPve5mR7+eaxg7a6iYseKmuJNWUQQk6CKATo2+L6HKYV4dT6ScfCGrPSLHo5tNscIMtLmn8oEgOUeuQo8Y0tjZQ4SoBKDKJOqbzMqMJzOHAXiOZYcLkC9QTkKhku2YUhs6c52U8f2PSJ2nZrSbz0xjPOZzqmYZE6V2JiOxVRs+YsoQUUJejDCGTA4mwzeJge3W5HdAH6/whsUvILghIIKBR1LWjdOSLJgclC/V4nMkpDGlQWaX1IgsyTCW2kwDR6mzrFRuLalM3HSf7UlyBnPTdOd3gh5DietMoua4eBo3OFq8T08gBWQ/LvBFVdcwfe+9z3OP/98PvjBD872dObxIsE73vEOPve5z3HVVVexbt262Z7ODrjxxhv59Kc/zaGHHsratWtnumMtAY6B6i6ok0DF+96UAqSUMK2SBBXGENgSlpOPcPsDvN4INRyjB0v2eLm7Oe0wE62sWHGaMbLlOY24rl1XXA+lnRFZAGGMNZoYcGxwZBRWw08pxEsDLz3q/SaI3aQnSfqIkSTeUY+vxt/pOGebUxvqORWtwZSIRlWgRv+RxIpkGQNbBtA5Dy+fRRpjtBFMNoP4gri2DJb4CuMrkpwiqRdMBla09rPPil6WtQ6xauFWljYNkuiYvvpBluUGedq0Yp6L2fB8HRSNJcwZq0WhPIfY08T1Hiar0Z7gFBXucM52vXmxzSDNcIA0DvGwVt/DhcDbgXfU6HxzFvfeey9nnHEGhxxyCO3t7bM9nXm8yPCFL3yB22+/nY9//OPsv//+M01+ropbbrmFY489ln/8x3/khz/8IY4z4+vbf2D112qBivc9mWQuRY240tpsjJTdFAYEPAflOuB7VrzRCJJ2pynPtRtnR5P4LuJpjKdthsdRVg07tJUGpxDa4CsyUAxG+Ulle5MwgoyHExsr9CjKSgKk3FfleTYQ0horYzeWPzX9GGeUOaOiDbtJgKR2JdFV/iaSxIpphRqVxFY4MjIpP8glcRS4YHyF+BrjQFIHcT0kjQktq/Isac7zjuXPsqJpkFgUoRGWtJXwvTxNvQNsjFrZlGkmiY398zDGCnSJsea1niLKOrhY9VTxHFTiQrDtHqXW9d4poFYXqcHu7v4ILK7ROeccNmzYwJFHHsnee+/N97//fbSea4nZeezu8H2f66+/nje+8Y2ccMIJ3HLLLbN+nd19990cccQRvOY1r+GnP/0pudxkBfh3GbcD/1nD81VkDk9NZGHM/dskIBqJIlQcW4Xs4VLapg/KcdGuY5uJUmssPAfJOsQu4LvWxs3VaBFUBDptHqIU2QahOLZen+m4hnT9iRJL8k5l/BTYAA1sBsoxo+qU5RpdGdPlcwWY6d+c1wRz7U6ep8IHpNAkYpKYaHJiXWMgSWoYW4qgFKGLETpMrD9N2uZvNBhH2bSktnzqJCOYhQn19SGLW4Z49YKtLMkUWZYt0Jop0pwt0NhSoGoiLxEAACAASURBVK4uwMskSKp+qsoClSnPrXxOcdJUKYyS8cr50TQomrngqOpur7eGg2wCjmXG82MzgyAIOOKIIygUCqxbt46WlpbZntI8XqTYb7/9+PrXv85tt93GpZdeOqtzeeCBBzjkkEPYa6+9+MUvfkFzc/NMT2Ez8BFqKylS8b5XQpuYaOJx0jZBhi1TibEWISYIbYdYYM3KbWktSUWDy8RsZbvdNCRZB+M7JL6DybkY30V8B5P1LWUj41kNJSfVSkqTVypOUreGUZsQ0Sp9gPip5tLY2/L2y840LkNB9dxMz/SNOnnMqQCpU9oNdkHdAf30DZakOGXFtNHyrBkxETSeQ9zoE9W5hM0ecaOL8RRohRsp3GGDmwgJDpFrAxxHGxwNrgZHabqSFrpYwLN+Gxv9NmjJIA1ZqM+g0mSrE8U4+QB3MMQLDF4hwQmNPWpAOY4ldI+4P5dnPb0xhYNf7dDGGg91G3Bxjc856xARTj31VB544AGuvfZaXvnKOWUjNI8XIU466STe//73c/bZZ/PII7PjyPDggw/y7ne/m8WLF3P77bezePGMJ4cNNjjaXOPzVrzvbSbfk5eBqQViygYhtvHMjJCoxZiRTmuFgGM3zZKuTbYkprZZCpRg5Wgchcm4NmDKeUidj2TckcyQlE1tSyFOEKPDxHKNfE3SmCFurce0NGBaG9DNDahMJhWRnLmqRViZDw9V1v/ZwpwKkFJU/IAS5NmIYHhcw0Cp8vPY58raQwokZ+u8SZ1jH76yrf8KlBgbR4mQ9SIa/IhEaZwxV+ygyTBssmwYbmF9fhHDOkOsbR1ZXKt/pACJE3Rk7KNocEJBJ1bLwhLlyoGRTiU0yoNM9wVbNYM0HRfpediuthcNrrrqKq655hrOPfdcDj/88Nmezjz+DqCU4pprrqG1tZVjjjmGYrGq6fS04MEHH+Sd73wnra2t3HHHHSxfvnxGx0/xJWx5rdaoeN8bQvUHFLsmZZS+DbarW22nTC3KVhyU61hOUCpKrMCGgmlwREKaYdIpUTvNHGmVqm2PafYRsaW1ER81sW3/GQfxHdtVncsivo/yXPQMc8dK1deeWm/Odwm7TYDkUV80mHBK5SeR0YCpLMWuSL1t7L8qTNAlgxpO0MMJzmCCzhtUUZABhzAAPy4xZIQgSQjFUIpdekpZnhxayIDJ0FNoJM56GK0RV9vqWVmttFhCFUo4/cVUpTQeucDJZSDro7K+jeQhVeeuucL7NnBmNoqPgQ8zx1KoU8V9993H6aefznve8x4uuODvqllvHrOMtrY2vve97/Hoo49yzjlT8WSdGh544AEOPvhgWlpa+PWvfz1bHnH3YHXWpgMV73sBjYMJxtSG+rA9sSdt2xeb9SFKRRuL9qGHQ1QQW4K2EQxC4kKUg9iHOGeJ3IlrM06SenxKGCFRiAlDSysJY0gEowTjauJGj8TXmIwLvpd2XG8XDkzj4rO7ZJDmGkkbrBPzDmigtWWAgYkHdKmINjDmmky/8FSJVIcJajjG1BuIUnKbIziBDZx0L+hEk+RcomaPbpVhIEmIXUOdKFygEGQZLtXxQmEh2vHwcwpV5yJ4SMG1EXwYokyCCiKUERvlO6n3TmMdIgZVl0ElghosWFVVY5CgNNXPcOcQcKkqYrhhmkZ9AVgD3MrcvPYmhI0bN3LEEUew5557cv31189G5848/s6xevVqPvWpT3HppZfynve8h9WrV0/reHfffTeHHHIIixcv5o477pit4OgF4CimypveOSquPQktrYKpykeYMEa6zBgjBJmW0RKDxDEMl1CBg6M1elijsx4SCEprkoxDklWYDMQZl8QIuiTWTB2DuKkApCgkFltmM4IqFNEIbtYjdnxMRpFkXFyVwXMVTj6wbf9hlOohjZnrNCE/82vPlDAXM0gPV3oyR3ObYNR4ac5tj4xJN6oxJSulRsz3lAjEBicwOCWDU0osPygw6GKMDg2qJGSjBDcwxKEwLIZQhFCEnjBLKXLZ3N9AvpilFDuYRCGOvfAB28FW9uIJ0p1BYmyHgedAxkXqM0hdDsn4kPFQrjtSh56S/9wEoMmgKqc5C8BT0zKoxR3Ap6fx/NOKMAw58sgjGRoaYt26dbS2ts72lObxd4ovfelLvOpVr+L4449n69at0zbOL37xC1avXs3y5cu56667Zis4GgY+SO15R2NRkdSV0LDMYIKJltiqvmrsOpQ+VLlJx9hymCo/ihE6iNBBjFNuJkIQLbbDOmPlaBJXMK5t/hmZX9mWJLHEcOL03zBBKdv+Jq4laptURFLptFSnpiqLOXEYUeMFSBXX/9nCXNzFP1TpyTpamh3coappTqVsUF5WItXaltOUsuZ+Yy5upbXlB4lCaccqXydJ6jtjbMoy52DqBVYkyEJhUyZH5LVya89LacvENLoJupjhr1taKWyuR/cq/OcTnEKMHiziDJVsmjMIUh0Mg/IcCBxLsKt3SZoyxHUOcb3GKcQ4pZjMFgW9eQgVqlRKg7naf8jjZI/+0Cnt020ffjnwGuCkaR6n5jjjjDO4//776ezs5NWvfvVsT2cef8fI5XL88Ic/5C1veQsf+9jH+MlPflLzDtibbrqJY489lle96lXceuuts0HILuN44A/TPMYfsayfbRIHQjYr1NXt9LNNj2ut03Z9duAbjQRJWtlsj3ZG1i4ZYzulksT6tPkOJusSN7jEWU2c0Zic7UTTw4JbBB0k6KHQUjkiW6ZDjM2ziaAKw2AMjlZgEhwHVGMGJx/iDYWWJ6tAe76lhKQ6SiMOFjLGgL0GyJNBKudm+oBnazJIjTAXM0iPAuH2Tzp4vsYf/xtKzWGVZ7MwKpNBeWk2Rju2W8xJ7T8AcdNf31i7DyWCSmw7ZOIpkkUuqknwFgSUFivW08KjQ8v57eBKHi0u4k/DLQyVfLyCwd+scIqCOxTiDIZW0CsIbbulMYx45ojYNkutiBo8wgUeQZOmuMQlXJQhachAQxaVzViRyTHt/7WEQ1XNkooB6jTgdODuGRqrJrj66qu58sorOfvssznqqKNmezrzmAevfe1rufjii/nZz37GVVddVdNzX3bZZXz4wx/mbW97G7/+9a9nMzi6EPi/0z2ISHsBeLzSsTytVbepAqMSLY4NeHDsesOYY3YMUEqnZGyNGgmU9DY2IYKkLgyKqN4lzmmiek3SmPJbE9CJoOMEdyhCx8Zq/SVjLKtMWSHbiknqoRJOXwF3IMDvC/AHInRkRY210ijPRWUztoJRNlOfBumZoXHWHpH2OSUHM+cCpE5pD4E/VTpWx0KvapozDSaUa92QVca3P+s0aCq7I5drwI6TSrBD4qYXpxbijMK4EDYodGOC2xizZOkAgetQclyeLLaxodTI04UmtuZz5Id9os0uTsGghxJ0f9FKxxcDJI5HJdzTKFw82ymXZEEWAY1C47ISulmjGhVxk7UhMZ4e/cObBrKcR1WX+ZkKkCLgCObYjqEafvvb33Lqqafyrne9i4suumi2pzOPeYzgU5/6FO985zv5zGc+w+OPV1zfJwVjDOeccw6nn34673//+7n11ltnQ+eojHVMHym7Eh6s9GSBNr/a2jMSOpSrF2WKRKXNbcqFHVHnVqN0DOu9Zktu4iiMVkQ5F5PVJFlF0KpIXOsTqso82pK10CJKLBHbpL5qevScpOazqhTgFGP0cIQ7GKDDGFWK7HhKWZXvNMmAtsHbdHRS91Zfeyp+9rOJuVhiA7gPeNP2TzbQlg1VV8U3KMfKpyvfh2yq62AEFccorGIpZeVS30d5HsZ1SVL7jzCniesURiUESxzijKZtcYlXr9rMfgu30Kc9NgUN/K6/jZ6gicGogcZ8wtATjegeh0x3gLe1AMNFpBhAHNvSXtmhWQDfQ2uX0iKP0goH9ox52Z697NfSgyk5DPTneNBfRkFncLcmZLv91FBQRlKvtYAWH6d6ie2+mg20c3RjeQX3AXPWpryrq4sjjjiC5cuXc8MNN8yTsucxp6C15nvf+x6vfe1rOeaYY7j//vvx/alxikulEieccAI33ngjJ598MmvXrsV1Z22Z+BMzLzJ7H3Dc9k8O09Zc1e5NqVFqh+eNZI7EpHrR6QaZ8v+L2IqCFT6yXNhykJRmnkRZa6qkwSVoVQSLFHGj7XZTsfVQcwJSrSRlKRxajVRRBEF5HnhumqnSKRcp7ZSLYjuk4yCeZ6sp2pbWiNM1J4pS6kntGBdGFN3VA6T7azZQjTDnMkgpflbpyRyt3igPTUZrpGkJTZSyRGffQ3wPyXqQ8SzfyLVCWsq3F7DRCsl54DgkWYe42SVuchjeyyNocwgWCK0r8yxsLPKahh5emetnWWYYjaJYytCfb2DDcwspDmVQ/Qa/J0QHCRSKEIxmj2xwgyVka03SkCFp8TD1msyqEov2yLP3kl7evGITeywZwrQYoiZN0mDFI0dStjWCILjVL9DHOqV9OgnalfAI8C9MX2fKLiEMQ4466ij6+vr4r//6LxYsWDDbU5rHPHbAsmXLuPrqq/n973/P+edPLeGydetWDj74YG688Ua++MUv8s1vfnM2g6NNwAew7gozif+p9GREnc6PEdaVsTFbOVvkjMnAeO5os005eIKRTTpGRqoKJuUrlUUiRSu7dnmK2IewVWFyEDUb4maDqU9pGi6ItgRsVW4+UrZkpzM+OpdF53x0fR3a82zfkklLcWFoTWqN2Ln6HpLxkWwGMhn7e7hu6tVWO/RSR1KxOUhKwK9qOlgNMFcDpLuoEK5rHMCPAoqhkWQ0pZIqkyojtjvMJCnhTZC4XJNNyW86VSh1HYwLcVZhWoRMU4lFywbZc69umhbkqV86jJ+NaK0vsE99H8v8Ifb0B9mvvocmt0SrP2xVUBODLtluOFWKkLIpbjk4sqmrkW46xzFk/SKtbYPstXQry1v6eOXiLha1DtHYMkzrXgM4uYiMHzFGlbKmGKe89tNpGXDn+Clw8iyNPS7OPPNM7r33Xr7zne/wute9branM495VMWhhx7KiSeeyJe//GXuvPPOSb33T3/6E/vvvz8PPfQQnZ2dnHPOObPpBzkAvIdZKL+LtK+nCs1gA9k4oBhGRKbcXSxg7/dlO4+yzp7I6Bowhny9A8x2VrhSfp3BpJtrFSur1RcAMVabD0UikHgOJuOQeBpTlyGu8wgX1KH2ypBdIix/TZHWvUIaVkTEK3wSXxNnnW1LcVql+sT2Z9vcZMWSpYaVC4AtVQsF6vaUAzanMCdLbJ3SHq5RHbdgNXO2gUtz/2Z5KreAxcrBGVFTVCkhjTCy6cY4lXCPYkwcWyVSnXYLONpKu7uauElTatCseskQL1u8mSVL+hnIeDw0uAzJGBzfWo2syhZYliniYSg0dfFksZHHwzaU6zLU1YDyUvNZxYiMwDYoywoEiqV+nsW5fvZYOMD+LVup9yKUFpYv7mdV3E19n0eoNIWHHUycgKPtH1sN4IiPR2O1w7MVIAFcDSwFvjCLc9gG3/3ud7n88sv57Gc/y9FHHz3b05nHPHaKSy65hLvuuovjjjuORx55ZEIyFOvWrePYY4+lsbGRu+66i/33338GZloVAbbsPpvt3j+lAsVjEwvDRnmkuIC2Rk9529QwR0poace00spuzscET0DasaZGm2/06M8jK4Yx6NDgDSfgx6jNDtKnKEYaXVIoA4TgKIe4SRMsrcMJs3ibNHGDS7TAI2pK2PMVvbxyYTf1OmRj3Mxv/riSobZGvMGY3LODKD8DrjPCV3JiK0VDmHJno9iKWKa/364GzIkotlD1epzNtacq5moGCap8YI0sbosxfzEYzViiG9gIvkxIC60ZoMSx7SRL2+XFsReEUZDUa4yncBbFLFo0xMKWAq9YupE9GgdZmBticV0R7Qi+jlngBSz2SryhaQt7N/WzqqWX1roC2WyES2JTlZBKBVS4kNJUpV8f0VpXoNUr8vrWDSzIFsi6AbED2VxIQ7ZAU65IXX1oJeaVrny+KcKntaK2kiDdwAM1G2hquBC4bJbnAMDvfvc7TjnlFA466CC++MUvzvZ05jGPCaG+vp7rr7+erq4uTjrpJMbT7jHG0N7ezmGHHcYrXvEKfve73812cGSw5fa7ZnMSVFl7EurrttD0fEhkyp/rqPOUjGaL0uBipIuswrms5lDKDSqXsfTofVkJOJGk2nwGd1jwuxX+kMYb1rglQGkr+tjgYbIepjmHWVhH0pSl/tXQtHdE2755Vrx2kKaVEWovl7g1S9LgIZ5vg6MyIRtSJW/Lm5UwsvMsz6cG2cQtNBNXVdCO/nuXB5gGzMkMUoqfAINA09gnFYo29l1h6CtCWitK05kj6c207isKK5AlkqYSdeodKGgj6H4Ph4R4Y5aeujq8Qit1fpGnBheyuXchba1FMgsFaTE4mQgXxarMEKgEVw8z1OzS/WwrxShHITEwHI4S8OzEsLlKOw/RmqDbpX+LR9zUxKNPL6erMaSlMcYxmkd7F9K9uYV8t5B/ykUSm/0ijmvziYoiQ2UOjUJdNwP6RxPBGcBiKmQPZwqbN2/m8MMPZ+nSpdx4442zycOYxzwmjTe/+c1ccMEFnHvuubzvfe/jX//1X3d4TU9PD8ceeyy33HILxx9/PFdccQXZbNXGjZnCJ4GbZ3sS2OzVI8Brtz+Q52XLFU8ESqksMLIxV2Dv0yOd0mrbzNF2WkjKcSFjeT8oBRkflCBJun6hwAhOYKA/sl3NgSHJOeAopBGkLka1RJghRVwQxPepby2yZJ8Ci/YusO/SLl61Ry8ZL2TAy/FyNvF0sRXfBAxrx3a+xYlNIqRafRLHSCmw6+mYdacWGaT1VdYe4FaRC+eUxUgZc/bO3ynt+TWq41qsXs42WMRebZvp2zZqKEf0aUpzrB6EiAGjUFrAsWU4EXDzAdoIqt6l8Gw9TzQ10OfWsam7BQkUXiGhJFlKy1zK0g0CLPJKNLhCwcvyXFazQbdSLDmj6tmUdxZq9E1i068qChno8enVzURPNeA1GZat6EE8zeaeFno3NNL7VwcnKKGSEioxNWnhEIQMLejqX/mVNRimFjDYzpWFwEEzPXgURaxZs4bu7m7uu+8+Fi1aNNNTmMc8dhlnnXUWv/jFLzjttNM48MADeelLXzpy7H//93856qij6Orq4oorruCkk06aTb5RGR3At2Z7EgAi7aJUxzepcE8MWNxW5Jl8ede+LX9ojDjkmOe2gUo36p6LyviI70F9DnGdtDSn0XECiaCUg4oMqhRDZDf3MZDUOcSewl1g0K0xelGCGfSJIo/MijyL2oZ5xV7redmiHlw3JqMd9lw0yGa6yO6dpz+q4wWnGYnT8l8ooxmvMLT/brcp35XrQxAGJcsAddVecvmUTz7NmMslNoArKj3pkvFyLHJFDAZjyh0FYmRUd2jkEY9G8sYgsTXyU6UAPRyh8zFujyE/kKW/N8dfn11KX08DQ+uzqCGIh5TVOjKKUqwJjEOGGDc2NEYhuSREDYWoxEbjGGO5Rtv8XchI0BZHMflBn8F+n2deaGNjXxPPbGpkfV8DW3pzbH68gdKgT9DvIEE8PsFvEhAxZGmrdvi2Tml/YpcHqR1C4DBmTpNpBJ/97Ge5++67ufrqq3nDG94w08PPYx41geM4fP/738dxHD7ykY8Qp9yYSy65hAMPPBClFPfeey8nn3zyXAiOrgD+Y7YnsR2up2Jfv1br2dM32609I0g703ZQ0C6jzD9yHcRxkFwWk/GQjEfSlEN8D1MWNzaCCmN0kKBKCXo4RicGFRvIGSSbIE0R0iyYBoM0CNmmiFxjwB6t/dRlQnzP4LiGbCYk5xdpyA6Tc0tIOXsURlAKrOtDsWSlacpVl2q/wyRhMDzNkmqHnwd+vsuDTBPmbAYJoFPaH1ujOu4E3rH9sSZWypPc9Tcfd59mFiYK5Wybvxn9YqVM4lbKakBobYOn/jw6E+AhUPLQGU1pwCc3GEAgdPX6yOaFhGiWrhhAcgmrlvSyua+Rnp4G8s+7PP77Fop9AoUSqlgcHXX7e46xmSBdCEg253EHAkLTQNQwzMBCB6/BUHwyxCnmUVsD3J5hSOJRbtMuwqMVh0y1w9+sySC1xRDwLmzr5+tnYsDrrruOSy+9lM985jMcc8wxMzHkPOYxbdhzzz258sor+fCHP8znP/95/vKXv/Dzn/+cD37wg3znO9+ZK5IV1wCnzvYktodIe17ZCsZp2x/rYw//GZ58rJVk32YWJA7uNsSaccPNMYGHuBrJesRNHlGzS5LR1hN0WJPpCSGMUUGICgIAnMDDkMWNPOL+DEnOIWzKolyBXh+34NC3sZEg7+F6MS+0FFnR1kdrJuQvXYtY39NM9ws+/U+5topSjEfVt8ub8LFlwRqhT3L0bMuUGYsrZW5QOypiTgdIKb5OhQDJxfebWZHrk6efbGbhy0avyvQHM/rjyA6pfGGm8uvK0YCg8iW8JAHfxYkVznCMiROUxGySegqtGerjFtqWDBI0xrzQt4iB7gae/uMCTH8IQ0PIcLDzi0sEIwZdCFGlGG+DtTgpNUApdJEoRoeDuH0BNutUmwgeUdSztPIh5AmFqqj9MQfQCxwM3In1bps2PPTQQ5x00km8/e1v58tf/vJ0DjWPecwYjj76aL797W/z1a9+Fd/3Wbt2LaeeeupcyBoBXAt8gpkVgpwMLgVOge2Fe7TawD5tvjz4aBOtrxMmwc9RllskKU/JOJZknWQ1pSaNl9F4CvwBhYqxm+Q4STvfwC05JI5GJ5AMu4RDGkHhR+CEhnAwQynM8tymiKGwQOgZMtmYrqEmnnu+jc2PZ/ELRVTQbzNIZVPbGmWLtocIPM2yakfzoK6u+aA1xO4QIP0P8Bvg/2x/YAkvW9rH84+l3+y2zVnVrteysjWpamgiKBlGxVnwYrzAWG2jYkBRfIJE0ftojkUehMWAZLiR3mKGjY/V09fl4WyNyPSGOIkluVXCNp0OsaBMiEKhEoPBwWxVKFcjYYITxYhJbMZLpCb9a1kW4VBZWVeh/q1T2mvEAp8W9GC5SHcCr5qOAbZu3crhhx9OW1sbnZ2d86TsebwoUCgUOOuss7jjjjtoa2vj5ptv5sADD5ztaZXxA+Cj2K3snIRI+xNKdVyDDeK2QcjyRf089cJS25EzcWn9MaRtSZt5jIbEAeNpTGiTKWKMJX2XAusPiqDCCHzLRdK9Prh2g0+dQvWC3hIS1nskWtgY1pO8NMItZGlcGLF5Qx1dj2QIBxVmiyEbRLa7ezz5mLEK31PEFpoYrKq7p74q0r51lwaYZsz5laBT2mWN6jgbuHf7YxrHW8kb9gvYGEPV/sFtUf7Sy2Z+KoE4RhWLEKQEuVJo9R+6Q/y+AmowR9wT0K/A2S9L3xMOKirg9cV4W/O2JlyWEqiE7S4yZcQ2KZQilIqtemqoUvEuQZVFLSfzQVWBI5nxuEcPAj+qwTDTja3YLOLtVOgs2RXEccyHPvQhNm/ezG9+8xva2qp+VvOYx26De+65hxNOOIGnn36aM888k4suumgudKmVcS1zPDgagwuw1iM7fHg9vPE1MU8EnlJV2cdjITCiK6SiEEIPJ4hxh2IEl7gevILgBInV8StFtkmnFNiAynFQvQY95JHV4PUoMgt8jKfIbInQpQQ2DkKUkCyE8LESm1vqybeG9D0FniqgNkbofLBtWa0adjE4CsXhr1WzR2zFVofmNOZ8gATQKe2/WaM6fga8f/tjjSz2ISBmACC1ARznix350mVEYHLEe0Zry/kxBkliVKRwtLK+NT0Qe5qe7hxJXmEkJjNYtNF9GE2YSD02mzTiy5Mko67JNUxzigh1rEBV5+Kf0znH3JPHwVbg/8EGSTXjJJ111lnceeedXHvttbzpTTtow81jHrsV8vk85557LpdddhmrVq3izjvv5J//+Z9ne1pjUc7I7A7BESLtG5Tq+P+As7c/FtPgPssy5xXYJMjO1p7Re79BtPVgkyRBiaBjwS0YnMigIkGVbOOPiSJUuaPMGKsgkIAaKOIWPdwAlFHWsHZw2BqlI3j5iEhBnHEomDokFnRYwM9HtjIRTy/tRxD+yh6E1UOMC0Xaq5jbzR3sFgFSis9j5ed3mHMde8hm6QpEiVtH3cR/p3LHQUpUGxHtGsMlUkqho4Qk1VAK+zSS2KBKpcHUqO7RJDFeO2gNkGURblmfYEfc0intc877ZifowQZJtwJv2dWTXX/99VxyySWcfvrpHHfcDv6U85jHboVbbrmFU045heeee47TTjuNL37xizQ0VLUVmg1cgSVk7y6bsjIuxma8dkgvb2CxapItwy0q79XRMG4Vo5xBAlBBZNeafBGVcXCKGi/0UKHB6S+hSgEyXLJix2PKYCLW3kp1G1TGxxlMPdOKoc00pRt+ESHR1oBWaW15TOV1bowcwXRx0bZIE5tpqXb4SeaIpMPOMNfb/EfQKe1/pooNhYOrWtiXUErRRM83NpNTFpiUVBxLEjOiQCvpf5QRK6QVxdblOPV8g9rwhGoNV+rJVSdmDzFHvc8mgD5skHTbrpzkD3/4AyeeeCL/9E//xNe+9rXazGwe85gFbNq0iaOPPpr3vve91NXVcc8997B27dq5Fhx1YIUgd7fgCJH2PuzcK0DxN/b1BiQMd/abjdQuymtOEKGKAW5fHr+7QKa3RHbTEM5QCYol6wYxtuutLFUThhCGyFAeGchD3yCSz0MYQMm26ls178gGWKUAosiKDm+vAD4NKIjPYyyvclQE+KhIezCNU6gZdpsAKcUXgT9WOlBHS3YB+yRGDKlP8sTOWPZIK+sNJYnNCJltBRolNfeTKEKMwUwj839XIAhKPOpZWTXdK5jPdUr78zM8tVoiDxwC/HAqb+7u7uawww5j4cKFdHZ24nkTo6/NYx5zCVEU8Y1vfIOXv/zlrFu3jgsuuIA//OEPNSViDw4Octxxx3HSSSdh2Tc9VgAAIABJREFUpqbHZrDBxX/UbFKzAJH2HwGdlY4lZL2neB0xMrL27HT9Ka81pQA1HKIKVtpFD0eoQoCUAmubNSZ7pMrvMwYJQkwYQamEDA8jQYCk2aaRzrSyFmBsvdW21zaqdfZIECJRPMxexFWLU+ZykfZ7ajrwNGJ3KrHRKe3RGtVxPJZcvMPcm1nWsIWhrkHWtzbSrHyylVu3YOcENMexJTfHQTkOYpKRYEqMmZNZIwAlDvXsOZ5i9i81zlUzOadpQgR8BNgCfHqib0qShA9/+MN0dXVxzz33sGRJVQGzecxjzuJXv/oVZ5xxBn/+859ZvXo1a9euZZ999qnpGH/5y184/PDD+etf/wrAXnvtxbnnnjuZUwTAMcCPazqx2cNp2GaRHUptAS31D1Ho3Uce9+tUQ6aO+vF3XekGvNytjAIV+lbYOE5tP8YJSKW8sR8rYbMTTPuaJYpHWM5wdb29p8DZgcs1l7G7ZZDolPaHgfOrHW/jZUt9adkYS6zHM2ocF1pb3QnHQbkuuA7K8+zPOjUYnBs6IttCFPWsxKvOO+oFPr4bEbN3BgE+A5wz0Tds3bqV+++/nyuvvJK3vGWXaUzzmMeM4m9/+xuHHnooBx98MMPDw6xbt46f//znNQ+OfvjDH7L//vvT19fHnXfeyfHHH8/NN0/KJm0QWM2LJzgibUk/sdrxPMsXPMOKgUiCEarHuJmkdLMtkTWJNSXLOSIxoxmfKtjBJHfs/88wbN4MHmcP+qrzjmLgX0Xah2dwarsMNeUgYhaxRnUo4CbgqErHBWM28HA+g2pESezgeuN2tm0PrW1w5HmWAOd7IxetBDsa+c0FxJLQxCrJ0FzxFxUkUah3dkr7nTM9txnC8cC3mUBWNAxDfL96cnEe85hr2LJlCxdccAHf+ta3yOVyfP7zn+czn/lMzVv3i8UiZ5xxBt/+9rc58MADuemmm1i2zLZqT+LvpgvbUFORDrG7Q6mO/wDaqx1fyOPdr6G4EEWscTxlVe9GXzAm81MLE9jZRiwxT7JM1rN4vF/kZJH23YKYPRa7ZYAEsEZ11GO1kSq2fAtG1vPHJ0v0rmpVbcrBmXg5cWyA5HlpgJRYH7dSyaY+dxLhzyhEUccKMjSP96pTO6W9ppYia1SHDywF9gAWYbWoXCzvIMZyhTalj4EZyFytBm6E8T+Iecxjd8Hg4CBf+9rX+PrXv06xWOTjH/84HR0d01Ia/vOf/8zRRx/No48+ytlnn82FF144FdHUP2PlWJ6p+QTHQKkOjb3nLAOWYHWKXGxyJcKW9zYDG4GtIu01kxVIx/6/wOHVXtPC357bk2eWtqo25TFOVGlb25iBAti0wGaOFrOBxeO97Jsi7XPOTmYi2G0DJIA1qmNPLB+porqfIHTx2PMe4UpHuar83E51khzHRvW+j3Zd8NxUG8kgxaJNjY7pCJgtCIIWl3r2xKN+vJdeBZw81QBljeqoA14HvCl9vB5Ygb1BTRRFbKD0ONaEtvzYUOPAaT/gp8C+NTznPOYxo8jn81x++eV8+ctfpre3lyOOOIKLLrqIl7/85TUfS0S48sorOfPMM2lqauLaa69l9erVUznVT7G8wJrp2yjV4QAvA96Mvfe8EXgJNiiaaPSWYIOlZ4DfY9eMh4DHp+oDplRHA9bhoapwbQPPbng93UuzKutAlbVnN42NDAYRh8dYTlf1shrAr4F3ibRPuMN8LmG3DpAA1qiOt2LFA6v2tPazYXiY9RqFk9sJeU6w7H6ltc0gOVZnotzWL9EYg79ZhohLE3vjVifFgXVKPqxT2sOJnjctYb4WuxP8APamNHE5/cmhC7gFe3P9Zae0F2pwzhZsCfZdNTjXPOYxYxgcHOTyyy/n61//Ot3d3axevZovfOELvPnNb56W8TZv3szHPvYx/ud//od3v/vdXHvttVPNTv0n8O/UoI1fqY49sF2qH8CSosfd/e0ChoG7sPeen4m0b5jMm5XdoN8D7FntNTm6i6/mWXyVuFnqXDUnyauTR1EUD7OK/PhfzaPA20Xae2ZoWjXHbh8gAaxRHf8I/AKoKvleoHd4C3/WLap1YkV7rS0pOyVrl8UjTVmifWotrzWDJ03Usxw1ftzyK+CQTmkvTeSca1TH6w3JiQp9iEJV/aOfLggSRJT+N6T44y08850/cksUSzShuVeAA3yVSXS4zWMes4WtW7eydu1a1q5dS39/P6tXr+b888/nH/7hH6ZtzB//+MecfPLJ5PN5Lr74Yk477TS0nnTfThEronjjrsxFqY4lYE4AjgA9PdHgThH/STF4p+B/2ePSgVCC/M7eoVTHS4G7obqnhkMh2IeHzXIaMlpN/gOeaxiQHA+zJ+H47l5/Bf5ZpH3zDE1rWvCiCJAA1qiOf8Ia21bNJMWEpsgmHalBYmLcMRnabVKf5SA/7VZT2km7BcyIqORMl9fK3RCJGJpYSYYFO3vLbdjM0bhdA2tURxY4EqtVMn1340kiIR6KCb+foe5rndL+9C6c6gTgSqji1juPecwinnjiCb7xjW/w3e9+l2KxyGGHHcbnP//5ae2w7O7u5lOf+hQ33HADb3rTm7juuut45StfOZVTrQcOxZarJg1lM9X/B3vvOZKJ+mlOO8RA6TbIXAz6LtkJBUCpjn2AO4CVVV9DIi+hS+1FL6IMekwD+aQaiGYB5bUnkoTnWcZztO1MHvkvwMEi7ZtmYn7TiRdNgASwRnW8DRskjRs9DLCp+AJ/2OIrN/HwVjbSqhwsG3GkJFz2RlMqNbdNlbVnSRyyRFGUZGQhL8NaFY6LdcCHx8scrVEdjdgW+dOZHJdopiHYMuH5ndL++yme4wCsKe8eNZvVPOYxRYgIt99+O2vXruW///u/8TyPj3zkI3zuc59jv/32m9ZxOzs7Of300+nv7+e8887jnHPOmapQ6m+wQU3XZN+YBkZHAucBr5nK4DOIx4CLgBvGI3or1bEKuykdl/uYpS9YzIN9TSoqZMitbKBJeWTmSGBYGSEB3aLjp9hHBTTujGrxe2B1Komw2+NFFSABrFEdL8HWlF813utiotJG/rxxiI20sccqF1crpUaIdGUu0g4ouzFPx+TLQ4zMwf6rxcdnITkWTuTt/wmc11nlj3mN6sgAJwny7wq1y9b1hhhDhKQ6smNZhxoHhYfGHc8wd8KIidZt4LGvPsi6+xJJJnvhLga+zzwvaR6zhL6+Pr7//e9zxRVX8Pjjj9PW1sbJJ5/MJz/5SZYurWwLVCu88MILnHrqqfzsZz/jTW96E9/97nd5zWumFJsI1pvsPGyn6qSgVMfBwJewhOtdgkNChgifGBeT3rWt+VOCJsAlxCOuCX0yfkyx9SK46cdG+ipuPJXqaMVyH985/rmSJMcTG5bzdHEJi16aU3Xp5rxsAzL7GaXyXEJxeZKFbGIRE5BNvAlrI7JbaR2NhxddgAQj2ZEfYEl+4yKiNNzPcx4Ma6NMDMp30AZBaeXoihfrWAXTGsNgUqF6iY2I08RKybKw8jzGTgkpKdRHO6X9hkrHU+L1Udib26rJzysipkhCiST91xCnLao7gYDCQePjksMhh0MWh+ykbwaCxAp1NfBvndLeO8lfQ2Fdub/AbqYiP4/dEyLCPffcwzXXXENnZyelUom3vvWtfPKTn2TNmjU11zHaHnEcs3btWs477zxEhI6ODj796U9PpX0frGr9cViz6ElBqY5XAd8ADp7sezWGJoo0UqSJEo0UyRLhqonxQBNRlPAZJMsQOQbJMUSWZEqBk7kH9KdE2itqPCnV4QJfYQLcR0UULuU5sw+FjFZJYEgyLr4IIg6OM9OBkl13DILEwxI7XazgBdqUmdjn9G/AF3dWjtzd8KIMkADWWK2KDuwXt9MrLSBf3MKTxR6efTKrsvs20lJfR8Os8FZCSaIMC5wmlqFxJpJ6eQ44slPaH6x0cI3qWCLIFQp12GTmETNMxBARgyQENU+bKdG4NOLTiEfjzgjn22NTSPH0W/jGzQ4uASUSiSd6MR8A3MA43SfzmMeu4JlnnuEHP/gB1157LU899RSNjY38y7/8C5/4xCd44xvfOCNzuPfeezn11FN55JFHeO9738tll13G3nvvPdXT3YFt4Z8Ur8QGDOZs0OczCR5glpBFDNHGEK0U0BPZiO0EYzP/RhT91LGVRrbSRGlyFMUYki9pnrgokRtKnvJ1JOE20ZpSHScAl0N1W4MyNEHYyJOlRp75S4tyVuaoX9zMglkpu/VJHD5Ps9vDCjF4E7kh9wPHi7T/ZLrnNht40QZIZaxRHQcA38VqaewUCXHSz4bNJbqbc/j1SikMhrIaqmBQ6B3SoePpK419rWGUoDe2lIZoMjTj07ozTaPtcSVwVqe076A9kmaNPiTI5Qq1U1a3/f1DAnoJ6EVUMnPpXlF4NOCzAJ/GCb+tQN8dj/Krf1vPY48lEg9MYsRW7HXxwclOdR7zqISuri5+9KMfccMNN3DfffcB8Pa3v50TTjiBI444gvr66epW3xYbN27k7LPP5gc/+AErV67kG9/4BocddthUFZsT4ALgQqwA7IRhs0byPVAT6krTJCyln+X00UgRXYMsfUWlaqVAK0gMKIUYYYgsG2ili5YJZ5YUwxs0j5+h+PnvIol2MP9WqmNf4DvABN2DjWTo6t6DTXpv/IXOdmtPpbVj+58rfgbp8Urn+v/Ze/MwO67y3Pf3rVXDHnpWtyZLtmwJG8sTHsAYcBgCXMJgbAhyQshEErBJzgk3OCEEg9wBAuGSkITkwslD8gQSLhxjYhsnwQ6O42PigMGAjQGP8qS5Wz3vsarWWvePVd1qSbulbqlbatv7fZ5St3btrqpdu2rVu77hfR0O64RROtlBLyN0soCZ8L8C73Ju6675/sEzDc96ggSwRQaL+Jv8fSzg289oujqjaYUhl1LNnJgsI4siwjQlIyYuKAIXEIYBwZyRHocjJXEGkzWoupA4MRirXBB1ssrF9ERFevQC63SeAn7jerf1P+b4zCW89cbb57OxlApNRkiZOuHCZcpFxPQS0zevqFJGMpHSvOwW96m7jmJ3/xOfdlzaXEcbz0ps376dm266ia997WvcddddOOc4++yz+aVf+iV+8Rd/kVNOOeW4HUu9XufP/uzP+MQnPkGaplxzzTX80R/90bEQsx34qNH/WegfigxeBfwl84gaFWmynhHWME44z7TZfDFDkJSacUggCHyFhAhYh0sS33xjDJkTdrsettNHbV5DgrVQuQ66PtoqvZSrbv8P4OPMI5o0DU1KN+NJF0Oun0mjJEtSkiimaA2ZVeg4JBKN1iHRnIOkf/akWEzSoIImTh0mrTviKqsZpTecpCewC6s4GAd+F/jHZ1tK7WA8JwjSNHJRyT/Hp1gWBId1dSbrDSaHK4xUphhuZDSSkPDMPvrLsRTnDok6RUKSJWQmpGNvid6wQNeKiOLRpPAawGeAj7SKGgFskcH1+E62I8byUyrU2IuV+lEcytJCnKZAPzErjljk7bCZw/3WLfw/X0loNp2zC7mwz8RHky4+luNt49kPay333nsv//qv/8ott9zCD3/4QwDOOussfv7nf563ve1tnHXWYftDFh3GGL70pS9x7bXXsn37dq644go+9alPcdpppx3LZv8e+D1gIVFZRAZDPDG6+kjvjUg4hT1uHROil6im0+X1oqK1d0iIIiQIkEiBFcgMttH0Ei5JmncoO6yD3fTwOKtozkt9wHxR8aP3wL80jMsOURHOpQA+CSyozCH/FGgqjYDJ4ZDR8ZhhFVGd6EKd2kvvig7pmvM5YpwwibGjJGaM4lCNPmvoXGnoOKy68JwHAl8E/ujZHDWajecUQYKZtNMb8Yz+mEcyX9aW4jAz//PhTskLk4OF1tbMBYsftAavd1t3zPWmPKX4z3gp/jlhaFJjNxkVnBzBfmXRcYQ+wNmrHQghRQbmo/1ElfF/fIr7f+vH7o7mAg9KA9fg69aOZvBo41mK7du3c/vtt/PNb36Tb37zm+zbtw+lFJdccgmXXXYZb37zm5fEAgRgamqKm266iTe96U309Bxo6eCc49Zbb+UDH/gA999/PxdddBGf+tSnePnLX34su9yJd6z/xkL/UGRwAO9RdtgD0Bg2MMzJjKDELu3Y48B0RLg4IF1ZYoVu0DMAK1c0eXp7iaws7NulUVMpupohU75BbVrvzqLYTh9PsHIeqbfGT4RHr7Duhkfneod4KZpPcIRzNF9oUlfAiD6oiy9DLWIHHwC34InRjxdrg88EPOcI0jS2eI+fdwB/AByVStpxQorX8Pnj693Whw73xi0y+PPAlzhMWNvhaLKPOkPz60BbbMzuAJT8n9mzR2v96w7/j5MZshS4MiVOQh8hau9w/yLI2+arIH4QNgP/ACydUl8byxbOObZt28bdd9/NXXfdxZ133snjj3ud0lWrVvHa176W173udbz2ta+lv3/p5MOGhob4zGc+w9/8zd8wNjbGu9/9bj73uc/NrL/rrru49tpr+da3vsVpp53GRz/6Ua688sqjUcKejX/Aa6ONL/QPc0XpbwKHrQLvpcJmdlKUpbXmmpFpEYXpKpCu76C+uszJZzQ59+QRzor2sK9U4icT/dz9w37CKUv5wQrh3oa3kqodGFFvuIAHOSmv0TnsnneC/KxzWx+e6x25DtT/hbdmeemxftYlxr8DH3Fu63+d6AM5EXjOEqRp5BGln8Grub6F5dP+vR34X8DfXe+2HlGMbYsMvgP4AocRq8hoUGUHVo7WveMo0TJglBMjASfKcyLnkBkLlzmuS6cosorCETShLObO7/Mvv/qE+8EhxZPzgAZ+H7iOdjTpWY2hoSF+8IMfcO+993LPPfdwzz33MDzsNe56e3u59NJLedWrXsWrXvUqzj777KMtdJ43HnroIf7iL/6CL3zhCzSbTS6//HKstXzjG9/g8ccf58knn+S6667j9ttvZ82aNVx77bX85m/+JtFhDOPngV3Au/BFtwuGyOAZeFujk+Z6j8awid2sY/z4uZEpBaJJT+6gubaMO6fEOedV2LximNdueIwH6gM8MNLPzfecSrQ7pfyTGsXHK7g0xVWqhwxZzgm76eFhVh8hmuSGhG1vc/zTt9wRHrAig+fi05G/zNJ5zi0UY/iSg885t3XOaNhzAc95gjQbW7xJ4q/g9ZMu4fiXK4/hB6kbgH+93m2dlxDbFhl8O173ac7jbTJOjZ0nKGrEgUemNYQhEoa4OMDFISQZogSpNnFJ4tX+0ywPOB3KsELXSZl1h01fZiT/HRC9+nq39WgLrDbjSeo8u1DaWK6YnJzk4Ycf5sEHH+QnP/kJDzzwAPfffz+7du0vpXj+85/PxRdfzCWXXMJLX/pSNm/efKwRmXnBWsttt93GX/3VX3HrrbcSxzG/8iu/wvve9z7OOOMMHn/8cZ73vOdx0kknsX37dgYGBnj/+9/P1VdfTak0p/3kfOCAv8NPBhYcNYKZTq3/w2FU6ks0eAFPU5J5+2UvDoIAopjuU4T+F8LAiy1rN9S55KQdbOoZ5bFKD3saHdz6yAYaDwXsfKCLyo9TpN5A7x0H4/LCbgVBgAsCxFjqTnNfZYCKO9zcyYyBvdS5j/5kPocqMtiFb6i5HHgVx992pY6PFt0IfPXZJPZ4LGgTpDmwRQZXAq/Hk6VLWRo7DoeXsr8Vr/5993xJ0TS2yOBb8QqmLZmCw1Fjt0sYPXECrQcLa8YxEoZQLkK5gAk1EihUkiFjFV8smWWzwtyta5aUi+nglMOm3BzuVkHe/M98NM1cerQX+y/jxd+Oyua8jeOHnTt3ctttt/H000/zxBNPsG3bNrZt28aePfuDsFEU8fznP5/zzjuPF7zgBZx//vlccMEFdHd3H9dj3bdvH1/4whf47Gc/y7Zt21i9ejVXX301V111FStXrsRay80338yf/umfcs8991AoFPjYxz7Gu9/97sWQDPg+8NvAPUe7AZHBU/Bu9nN6kPUxwbnsnLeo46IijpEwYuVZiudfMMnzXzbBxRcNE2pLKUiomxAr8J1H17Jrew///cOTePqHMXq8SvDEMMqCaI3TAaoQ47QCHSDGkFbr/Ljax5CZ0/oTcHtALg35k22Ja8577MnJ0muBN+HJ0rpjPBNz4Qngdvyz5z/c0U8kn7VoE6R5IE/DnYyXx78QOD///xqO4PuWI8V7Fu0GHgHuxQ9Q913vth7RMfowx3URfoBq2Y9qMVTZTipTi1wIeWBt0JHfPosgae0HrjjC9XXiChFpb0zQcEiaoUarSKWOTVOoVJkz1ZZDnKbMesK5PYppUv3KbfzN7zRcdWSeR9wK3fgC7t9hDjLaxonH29/+dr785S8jIpx00kmcdtppbNy4kTPOOIPTTz+dM888k02bNh2tkvQxw1rLf/7nf/L5z3+ef/7nfyZJEl72spfxnve8h7e+9a1EUUStVuOLX/win/70p3nkkUc49dRTueaaa/j1X/91isV5d4rPhVG8eO7fskBdo9kQGewA/pvDeKmdzDAb2Y0SWaJC7MOMQyIQxxBGnHqh4ezzxznnVWO86NwhcBAGvtFMCfz46QF++vQqvvHDjWz7bpFgtEr02BDaCi7QuHIR0QGmM0anQJZBo46davB4o4snssOl+83jiq9fZtx984oktYL4yfqFwEX4zuQNwFpggCOPwhbYi3/2PI5/7twL/MAt3IngOYc2QTpGbJHBArAaf7EG+NCoxfsU1fAX5shc3mjHsN81wPeYI+9vyajwFGbR2/fzaM4BQZ0jdaXlBCkvmqSnA7pKZCs6aa4tkvRqMI6gbik91UCNVpBqA/aN+b890jXqhDLrieia8y0J9d+7yX3i0wv7rC1xLvDX+KhiG8sMV199NV/5ylfYu3fvsdblLCoee+wxvvjFL/LFL36Rp556ip6eHn75l3+Zd73rXZx99tkAPP3003z2s5/lb//2bxkdHeWiiy7immuu4a1vfetiEDqLT6d9ADiWicK0ts8NHKZlfRN72CD7jmU3R8A8xqE4Bq0pnxzRc75j7csyzto8xspijZed9BRxPs3ZM17kmw9t4psPbuThH3YS7pqi+NAISjR0FMk6YrJVBZIuDVbQqaWws4Eeq0GjwfZhxcPucD7YyZ0Qvdq5rYe0/x8LckmFlfjnT8SBz54mflI+tNj7fS5huRQkP2ORd0o9mS/HBTkpu5E5yZFhgm3OSSKLP3OTA37M/Gde/nQCofY1R2FAOlAi69Y0egTR4CY0ZsggxQiyzM86ffX2ETbrqLrtcBiSFFL41M/Lh390C5/8VkqS2oXpJM3Gj/BF/e/A65ocbmRs4zhj3bp1jI+Pk2XZCSdIu3fv5vrrr+fLX/4y99xzDyLCq1/9aj7+8Y9z+eWXUywWsdby7//+73z2s5/l61//OgCXX345733ve3nZy162WEXh38NHPr+7GBsDtnIYcnQa290pMr6AEPPRYI5xaOZXQazFIaShYtdEkb17QpL+mLP792GtBu15w1ijhAohiA1GHEGkEa2QQoyNQ+xAB2lfSNIDNlBEU5Zw0qGaBnGW9WofYuGhOUlS9Aown4yl+PuGTGUuXbDJbys4tzXFyzLsXIzttXEo2gTpmYm/Yg5RQ4elwpMsDTnKIeJTZdaLqvnW/P37Olje/4B5nXVg8fl8EawSbKi8hof1JMur2lq/yfnSmJwkCScTtmjFFUQ5uOkUzn/L49x7F36GdSz4J7ze1O/iDXCPbwFLGy2xfr0vh9mxYwennz4vd6FFxc6dO7nxxhu54YYbZpS1zzvvPD75yU/y9re/nZNO8nOaXbt28elPf5rPf/7zPPHEE/T39/MHf/AHXHXVVYupvv0IvpX8BuZ/Jx0WIoOXAR+ea/1p7OFUGV+8sadVcFoEtPLjRRiCyQMkxhwQrXaAaKE+pahPBdS3lenpM6yoVrk3W83JqycZqRUZrpQYHi8wNhyhLOjEQRiQRZqsL4I1QtCTUt5Qo1Yr+l1OBagpjTQFLcI6NY4x8Oic8yX9exlvnRD+9+fwpr9tPAPQJkjPMGyRwdfjhdxaosoOjNQXNee/X1NEEKV8B1re3eOc8zl5Y2bE1eae9XoSJMYgtYSgaohCMLEX1gynLMqBSvPaAsR3s80X4qi47XRxGrpFWZZCd5zBS/90gj2LpXFUwwuO/i986uJ3aFuWnFAcb4LknOOBBx7glltu4eabb+Z73/seAJs3b+bDH/4wV155JWeeeSbgrUCuv/56vvCFL3DrrbdireUVr3gFH/vYx3jLW95CHC+aosQufL3c3+PTLYsCkcEVePuilljDKKeyb8mEHz3hyRWxtUIKBT9RI/cbqzdw1qfknbVIFIFWBEZTGnZo26CeaO6P1uDOifi6KZFGQtSV8OgjA5gxobTPENUVKohI+2KSgYBslWLNxlHW9u8jxjA13MG22jqalZDQBehAQWo4RUaou4gdc0iQWDb8ofDmL9MmSM8YtAnSMwhbZLCHwwxQVXaTyMTiDFCzZm5ez3EWOQq0H6jAexnlxAjYP5ubqyxJi1casKAyi24qdAWUdejEoSopKrO+/pJ8NriQOjmxVNzTdHIaqsXlXaTz/At44+/hu9IWC6P4Vum/xGsn/RrtQu4TgmmCtH379iXbx9jYGHfccQe33XYb3/jGN9ixwwvbv+hFL+JjH/sYV1xxxQwpMsZw++238+Uvf5kbbriByclJ1q1bx/vf/37e+c53smnTpsU8tHG8r+Bf4tu2Fxufwde8HIIuqjyfXYuucbR/GBFktmVIsYBEIS4IAEEZg8sMkuVRpGnfNa1xogkaFkYzkiSgWQ74jl5PtRBDyZLsATemiIYS4gmDGHCFENMZYoqa8OQm5RV1Vq4Yp2QMNANcbLEBmFCDBVEK5yynu91UiRlr2TQSFuHkfxIZfPGz3cPs2YI2QXpm4dP47oVDkDBBwsjFNN5nAAAgAElEQVTSyfaLeJPHIIA4gkLkQ9zTYe1ZxdTOkcveTx/LrGPKLCQZ6BQ9WsdmIbF1uEgRTmT+nYUQFyqc9Pr3GovUG360TA7SUmlR+2Qloeq208GGluejgxXXbpHBr1zvti72U3QH8JvAn+Hdz6/ghFv/Prewbp3viF5MgjQ1NcXdd9/NnXfeyR133MH3v/99rLV0dXXx6le/muuuu47Xv/71rFnj0ytZlnHHHXfwta99ja997Wvs3buXzs5O3vKWt/COd7yDV77ylWi9qPy5BvwNPpo5tpgbnobI4BXAL7ZaF5NyHtvRS3GlT5vKKt9iTzHElcvYcoSNQmw5RCUWSTK0ckgzyydVBtMRk3UWMKUAW9C4SGgmgumIUOMhpqAwNcFqS7wvhX0OMQ6xgosCpMOh1xvCvpRVfeOcuXIftqqoDHcjJbBavByJwo9r+K64c9x2vsdG6i3kRxzdL8LrHX1pCc5WG4uMNkF6hmCLDL4aH5k4BIaEKjsX+VF8UAhIaURpiEJfvBiFXkAty/zsLZ+1uSzLC6v3/+2Mc3buIeKMQTVTSBKiKYdCkECjpoNPhQgXKGysEetQlYaPXmUGZzJPzKbJGK0/diZVGm6YYosJryBd+AfKZYtxplrgQeCteK+/PwR+gWV6r33mM59heHiYF7/4xVx88cWsWHF4hfLljkKhwMDAwFETJOccTz75JN/5znf49re/zd133819992HtZYgCLj44ou59tprec1rXsPFF19MGHo9v2q1yk033cTNN9/MLbfcwsjICMVikTe84Q1ceeWVvOENb1iMFv2DMY7vqPxLYMlaxnJdns/Otf5sthPLomXyDtq3HxskF2qkswOKMaariO2MMIEgzhE0DDpxSGAQ5zAmw3aXMB0hycoiWVeAIUPCgKApRJOCykAbHwGPahbJDJIaXKhxcUTQDToylHpqdHcmRMrRIYYVhSaFMKOhgKIvNxCxM0VekRjOdtv5Hqcxx6D8GZHBW53bekzdhG0sPZbloN3Ggdji22rnTAlV2QGLLsQmB/6ufFOKBIEvkNTThZIqX69wxsJMzGZWBFlmqRFPp8yshcz4dalBO0Fh6eprMFkroosO1RuQTkK51KCeaVziyJIAmunMdg7X5dNgmJBOAlo+mN70cvnVt/0XX7rBuGypwt0/wYtMfgifgnsny6hGqVKp8N73vhdr9187p512GhdeeCEXXHAB5513Hueddx5r1qxZcouNxcS6devmRZCMMWzbto3777+f++67b8ZyZN8+zzVKpRIXX3wxH/zgB7n00kt5yUteMiPQ6Jzj4Ycfnkmz3XnnnTSbTXp6enjDG97AFVdcwete97rFEHRshT3AnwOfA6aWYgcH4RrmEEldy5DrldrCLo6ZWc0R9NTya84pBUrjOooQh5hSSLaiiAsUaUGhE4NYhw4UyoJzFoohthhgegLsqgBbUJS7MypTEdQtpBapK1Cg6w5JvQ7bzMFEgkQOQkdHnBApi0odOhOUcWS5ep0zJm9W4YBSgG6ps8Ht40kGWn2yXqh8XIn+bevM0prStXFMaBOkZwa2AC9otaLCHptJBWGRPRFmtiZ+EDMWRwbNJuIsykQQaqg1wFgwBjEZLvdXQ5R/qGrt8/PTmzIWiSMo+hbabKBI0h2zcmWdTetG2FgcpVTK6O5NGBov0RNXcYll+8NFJsc0P/pON7WRyA9MtSOUWYij5nbSycaWqbYVrP/AW/nQDYt63lrjSbxq8R8D78X7/s0t2nSc8N3vfhdrLV/96lfp7+/nnnvu4d577+X73/8+X/3qV2fe19fXx1lnncXmzZtnBBef97znsWHDhhPeSt8K69evnzGYBZ8i27ZtG48++iiPPPIIDz30ED/96U958MEHqdf9NRQEAZs3b+ayyy7jhS98IRdffDHnnHPOAfpDO3bs4MYbb+SOO+7g9ttvnyFhZ5xxBu95z3t44xvfyKWXXjoTVVoCPI6XlvgHjr0Lc14QGVwF/F6rdTF1TmN3CvooL4JZKfhWJEkpBMFGIa63A9tVJFlVoLkqIu3ypEk1BBkzfvyxFnF2pl4yXpNR2JhQPLXCqQMTrAobTNUj6ih+/NQA9WpM2gxp7AyIQ0sxi2EqQ6xDJlPYKbhGwL7OXh7SEWPlPnptjQcfXEWwxxEPp4TDDbDW12EehFMZYphOqi3nRKVfc7zvY8BTR3fu2jgeaBOkZY4tMhjh61kOgU+t7bIh4RJ8j9MpMWbN9nz7vUvzWqFUcJnxaTVjZr1/umbAh8ZRfsAS53CSQRx6b6OuIqYjIulSlDem9K5KuODkPaxdWcEYRaUW0FVuUq8LK3rKPP5oHw89GFKvR9BMciuSw2sBGGnMmWoLCM932MuAmxfxxB0Oe/Hdbp8ArsITpZOP074Pwd133z2jzdPT08MrXvGKmXXj4+Pcf//9/OhHP+KBBx7gpz/9KV/96lcZHd0vvjutVr1hwwbWr1/P+vXrWbt2LWvWrGHVqlWsXLmS/v5+ent7l0S5utFoMDo6yvDwMENDQ+zdu5ddu3bx5JNP8vDDD/PCF76QJ554gpGRAzMZ69ev58wzz+Sqq67inHPO4dxzz+Wss86iUDj0QXb99dfzb//2b3zrW9+aIV19fX288pWv5IMf/CCvfe1rOfXUUxf9sx2E7+ClPa4Hjrfo37XMYaJ6Ok9ngbjI4RZY+7g/MT4TQMqjzDOByjxljwhSKmALIVlfiWRNgbRbqK1UBCmEoyDG+o0Y47vYggDp1IQ9BtWRsG7TJBs6JjhdT2CVsK3ZzSOug6QuZOOCHQ8xVpNVFLqhkNQgWYpMBmAD2F5kNyXGSl2YCQXjDrfXEA83vUdCC3IEoMWx2e3ke2xssVaFEH0E7/3ZxjJFW0l7mWOLDL4bH0o/BBV2kIivyVyU4mwBVF48GgT7b3yTz8py00aZLtYWAWOwaeKJk3Mz2kgSBEgUgla4YoQkOYESh8192NK1ZZp9mql1iheePswLT97JljN/SlecoDVkxqEUWCwP3L+Kn/6kn1v+ZSNj23wki33jeTH4EeAU3ZzesqvN4X4qyDmLrXQ+T2h8HdTv4D2Xjit+7ud+jh07dvDAAw/M+2+Gh4d59NFHeeyxx9i2bRtPPvkkTz31FNu3b2fHjh0kBxfR5+js7KS7u5vOzk46Ojool8sUCgXiOCaKIoIg8PUmuQ6WtZYsy2g2mzSbTer1OtVqlUqlwuTkJOPj4zQajZb7KhaLhGHIJZdcwoYNG9iwYQMbN27kec97Hps2baKj43D+WftRq9VmUmSXX345P/MzP8MrXvEKzjvvvONhYtsEvoKvMbp3qXfWCiKDG/BaSoeExPqZ5AXyNAsnR4fqpHkilJvCWpdHr/en12x/J6avTLqxG7sazGqDW5nRHC0QjijCxyzBWJ3i9ilEFLYQEp2iKG+q03duhU0XjnJ6YZyLisPsTDt4NOnitr3r2bWnl+ZIgamfdBFOGEo7msQTKdJMcLUGpreIKYYkKwuYosZlBi0OPZpR2FFBaglSr+MmK4dV/P+RW8cQPa3OhAXZ7NzWhxd0Ats4bmhHkJYxcg+497Zal1G3KeNqMYiR1xfJjRi1QorFGX0RcFBr4MQXQ/q6HzzXyVNniggC59Nr1vpCbiXYMIByERuoPFyOtxDpLPqukoLCrRbUgKUxYDA9hkwJ08GGMPDHpgS6+hKkO0SvDskmItSkQ4/K/vz/4SCWhhui1KIBUJDNwM8C3zzmE7lwGLwi+o3AmcC78TPK3qXesbWWb3/72/zCL/zCgv5uYGCAgYEBXvKSlxyyzjnHyMgIu3fvZu/evQwPDzMyMsLIyAjj4+OMj48zNTVFtVqlWq0yMjJCs9kkSRKyLMM5N/PwVEoRBAFRFBHHMcVikdWrV9PR0UFXVxc9PT309vayYsUKVqxYwcqVK1m9ejVr1qyhs/NQodCjQalU4pRTTuH888/nxhtvXJRtzgOP4n3S/oElLLyeJ66mpau8YxN7gWOcmE1rq2m9f+KldT6OGEQHkGXYQGE6ApJY07uqwuo1oxTWVkhLRZ62q5joKKOrCqcEGyvSFRHNrpANG6Y4s3uSF3QOcVo0RUkZ+qTBWhFO6Rol3gdjaTeNSieFUYNODaqeQKOJayaoEYNSAkkZ1UywocI6RzBWh8whlQYuM3NGkKaxiSGG6cYdqnip8JOj/3H0J7GNpUSbIC1vvBJ4fqsVlaPpWpvd8jWrPV6E/eJrxaI3ko1CQLyuSGYRa32ufbpbLa81EiU4p/LZP1gVooLAE6qOGBeHmEKAVtpHmZTClSJcqEhXaFzJIh2G3v4aEkEU7M8g+EMUrBUmamWIFE0d4WLrO03IBSznEQVtMkZMP7pl6639HS3Bt4zLWockjg8exJPhD+Brzn4DeBlLJBPgnGPjxo1ceeWVi7ZNEaG/v5/+/n7OOWdOD9NnFN75zncyNLTkun4NvKP63wJ3sEiq18cC8XZGv9FqXS970zKNcF6X5uEsiKb9GXWuqxbmJAnBSYgAFsGWI1wgSK+lq7dOZ7nBuo4Rhut9jBTqTJgCKHBKMKUAUxDKGyxdXYbeUsp5hTFCZfOAjaOgU8pZk06bkJAQTVp0YpHE4JqJr2dKUiTLvNDkkEUZhyOXKLEWmqknR/NASRLWulF2thSQdL+q5DV/Yt03d89rY20cV7QJ0vLGe1q92KRimky6iOgY4vyzBq3pCuoowpVjTDHCdBRRqUWyDC0WmpknQ5nBxQG2EHvBRwTJW+9dIcKFQqbAlGNsrMhKIVmXJqyBE0dYVZAJEgqqAqYGMiFMjoc4UsZSRySZjyAAmbNkGKzUmZgwuHqGSyxSyWtU55siFkfDDVNuaV8nbzqf15+Fd7o+0agDX8iXU4BfypfNi7kTrTXf//5y+LjLGx/+8JyuGscKC9yJt6z5GjC5VDs6SmyB1pLQJ7PbiRx9IboEwX4xR/JJTp6+d4HOJ2e+oQMHqmlQCciQo9GnqSYxE6rM+N4S9acLqCbomvN1jiWLrHdkqzIK3XVOWjlOWWe+6dU6GrWAnZUu9g13M7GvwNgTZXTDQuJwKGwYILgZWRGsQzUzxBr/jRmTTxTtgWm1I3hRnsowu+hrFUXqdJz+W5EUPpK4xgknxm0ciDZBWqbYIoMnAZe3WldnGHWsfdcHaRNJHEIU4ooFbE+BrByAUgRNizIgcW4TkqW4cgEb+xmfQpBqgos0LtQY7ci6Y2zgSMuatDfABI6mAp0IbihDGSFoeOVsN6zIjILukPGswMhaIYyg7BydImQ46s5SdRna1SlldarjAkZwXmt73iGWhHGKrEYdJHItiKzl9F9jeRCk2XgK+JN8OR9PlH6ROcRC23hG4D68SOCXWd4moy0nZz2Mu07JdMvMWwvM3J/TBdda71flF/HdqFr72kelII4h8kSJ3NNVOUU0ZVCjKdljMbs6ilSSEmNPdSFVR2nMEKQKohjVC1GXIRpIidc0qAbBft4i0MwiJie62b5nJXse7yWqWoK68anCQoSzDklCSA2iUl/4bVLctGPAtGvAEdJqB6MgGf1ukuGWlo09v5LygY8saINtHBcseaVhG0eNX6CFXYXFYKhqNVNNfZQQr1/kBD9oKb+4YoSLArJY44oBNvIzOgk0Lgw8gYpDbDHGlWJsIcCWIlwxwhZC0r4iphySdkWkKwOyLkGvSUi6FFkHpGWNCwQbgGo6VBX0GKgqJBVhsiI0LdQzodrQJMYxUVFUpiBrGJK9KdI0kPgZ3YJYojiSOYSGA+K35zVfyxU/xOvRrAdejbecaYflnxn4MfAx4Gw80f0Uy5gciQw+jznMsE9mVEIi7RaSBZxO5Wt9gAUISs0QJ3CIVjitcFo8QQp8hEkZUIklGM9ojEXURmJ2Pd5PfTwmHdYE9Vz9uqiRDpCio3NVDSlYXGhJrWAcjDZiJqolJqtFntwxQLVSoFaJc4FawZSUj47HChsFOFFYxEeSMuM9J6dJ0hyf8XBYz+gca6KN0Lhg/ie0jeOFdgRp+aKlynPCOErgqKy+tPIzt2ltouluEmt9AXaWoabqYA2xLeAiRziZIg4f+g4VRgumHGILfoBTqSAWTKQwZU3WKdh+i+szdPbUWTkwTn9xkvGJDpqVAk+a1aR7HdKw6IpBUgtpwMhPOtGPZ3x39yYeLiY0J8us6W0wPglpmlCvGR67t4dkbwOqQKOJiFtwtUaTUQr0H/J6QNQHnAvcv/ATe1xhgf/IFwFeCLwJf72cewKPq439SIG7gFvwtUVPnNjDWTBajj0FEgaoIQsde/I6I7RGwhAJQ8jT9TOwLheABckCiCzSaCJJknfRgqpHqEaDIFSkE0WCRNBGsIHGFIQsDjBlS9oB1Qr0RQ20pMSTKTtrnTSSmKGhTu57ai1JPQKEZkljT0pghUO6DGpCkEaI3taBGhJUrYGqOp9SA46lPKyXKiWa1GhlSlx4Pcsvgv2cR5sgLUNs8a7ZL2u1LmH86DY6PVub1aI/o02UeQVZsc6rWtdSEIUS5V8zFhcqbKCw5RBXCDCBoAScU9jA+VlXKGQdCvoypNtSPqVCf9c4G8JhbGmMp0dX8sSOVZgCuAaINeimwpkUBYy5LrZNZGT1GB3A0+UmE/s0saoyvtORViCbauKq+WB1FGOVlYTM1QgotVp9GcufIM2GA76bLx/C1yxNk6WXQ4uK9DaWCmPAN/Ck6BvAxIk9nGNCS4K0mvGjNqOdsQyJwpws5ZM1k/n0Vj5BkwQwzjeFpBmkmU/DAZgMnQUEQYA2ghKNjQJMZ4ApaJJuoblCsDgkbbK33oFogxXHzkoP45MlHtmxClXXSF2wSmFKgusMkIEM1WFQK0GNBLh9Gt00+DJxf/wHikEuJLk/fQ5gjRtnW0tRcncZ0E6zLTO0CdLyxOtpkf7MSJyhPr+78uCiwVxjRoIApxVSiL23Gfg++tzfTJopDkGRekFHC1YJTitMpEhLIWgwocLlsv6mpHCBkBaEpAOCyELREMQZcZgQ6xQbgmC9kjZAYpGGgcChm45mU0MCjac7UXGAyYQ9OsI2gKpFkhRTN7hGc36t/YdBytThCNIzeZB6Cq+b89dACXgp8Ip8eSHzLRxpYz6YBL6FL7S+E58CPd4ijosOOczkrP9o68inu9VEzXSmzqTdpskR3rZDMgUumyFMpNn+up8Mr3IdgkoMBGCiAFsC0+kwax0mDDAB1CZiJnWDqFnANbrZXe3iyaE+Go0iqq4JAlAINoKgy6J6DMW1NbKxApJZsq4YGVOIymP1hzSDHB1THGByDoIkF4kMnuTc1mWben0uok2Qlife2OrFOiMJ0jI+e3jkxEjCEFeIkHIJF+VCj+K1icQxYxmicsFHax0uVLgwIO0KyTo0WdlHilQmGBxZoHFOkZUh6xDSgiPTIWpCs+/pPhqmk/HuHrJKxNBQD2GiCMcygppvpaVh/QBkLTQSrLXYzFsHpIFG6nU/WZtW7F6EPo+ESYqtraUu2iKDa653W58NtT01vLbTtL5TmQMJ00W0CdNCMAn8F/sJ0Q94FhCiFngdLSZnmqbros68im0OhrU+CpSmPpVvMghDXJriptP7+QQO5/u8nM3T59Ov4393cYQrFzDliMbaIs0ehV0pqLWGuJChdYJpBtSHYho7uxgxRbJyndFqF3SFOKuwRUcSOFzocAKxdqwemGJ19zgqFuqmzI7uVWQljVR8UflitZeVaVIgodE6uPsGvNRDG8sEbYK0PHFJqxerDGeRk3jOBrZZUd+ZX2fZfqAVUiz4brVCCIFGjAPj02hk2cwfW+dyZW2FLQWYDm/4mHQqlBOs5IGnUDCxIenU2BBM2fq0W6poDhdJKFGbjGlOFggS0CMQNJzvjEu975HLUkgyH8JOEl8Q6RxY41t9Z4e2F0H53dLEkLTURMIXp950zDtZfqgC/54vAEXgPODCWctm2mMC+HN1H74mZHp5iGcnIToYLceeEkPjMl8B04OzT9MiszNaaoBNZrrBnHi5SafES4lAfp/P6hZTypvWxhEuDDD9JbKegKQPzGmOQtkSdtTRzZDUCHY8wtQKNJsh+2yRtKCxmUI6BReDKXqChBXiYpNCMaEzqlFIhNE48mOi8hNE/xGU10E6RojAgJtke4s6SODFtAnSskJ7MFxm2CKDA/hOpQPgcDSYSGLpnac9eB7GDgIvSR1pbLmI5N1mrhiCU4i2iMTQSJBIYV2GCzVJb4gKBboFVmRkmZD2a5qRQtW9PkkZQ1BO6VhRY6TZgS1ZptIYqQjhuMNN+XqAWl0gNOgJg560SN2gJhq4esPrJ6V5O202q+Yg1xg5xJZgMSCQuepcBOlCnp0E6WDU8R5f35n1WhFf6D2bMJ0O9B33ozs+cPhuskeABziQDJ0I65nlgAtbvdjBSHZUjSF5Cs0BYi0uM4hyoPPgZRyBgIlDXKyRxCGFEJVaSKeJlYNAQ6h9IXZvAXoh6ksonlZHrczo7KjTX55k965+jDHsmyphJwx2zPjJWCdEU+BWOwicL+ouga6BKQU4NI20gGSG6p4YXbPYxKCmvN7a/iLtY0cv1bkIUstz38aJQ5sgLT+0vEkSahVLNv+tCL4gO4ogDnHdHbhCiO0seiE255WvHdrP3OIQh8NaQ3N1SKNDcKsgGLBEuonrtVgCsqrglEBNEamMVasm6S9N0B+PMdrsYGrvAEHTEk1ZijszgskEIylBzaAyhwsDgrFcor/RxKV55CgXYLPTIfclRkaduPWE+Lk8SNWBe/JlNlbgidLBy2nA/IzNTiz2AY/hidDs5VF8KrINQGQwwEcVD0GBEQcrj6IyeWbjB/7XOYgiJAoxHRGuHJFpkChCGQuVFDEGKo2Z9zol2P4ypssXZveeNEnvign61o6zsjwF1rCyo8nQZB/jppdgyhBUEsJKih5XhH0xcc3bIDX6Bd30R6O6FdW9PewYKKAaQrYnIqoaGDNIhlfgXkT4VGVLnCUyWHRu65xvaOP4ok2Qlh9aPqBrjFUcdB4+ojJ7/JKZtJrrKEEcYoteKduJgHEocuPIKPc/ArKOkKxbIwMZySkKOgzdfQ2aEuNSkEiTZQGEGYVSk7i7yaqBMcazEtVKiEoMKgVdzyjubSKNBFero1PniRUJJBlicll/a7HTtQmOQ8xnFz16lMPMPUhduEUG5Xq3ta1qux8jwLfz5WB0AGvw4pVrZi1rgdVAN9CZv2/657Hor6VABZjKlwowiteE2g3smvX79NLaQbeNg3EmPop4AITURFQrwMr5bORAA9tpMVpmah7BeZ2jUGPKEXSVsHFA1h2gU8EZizLitc5iA87rItnOCFcKsAWNXpFRKCeUSjU29AxTUgm6YdknAVVJ0JPGj0WNJnoyQUchyiiCxOuwqYQZY27bDGjGIVUTITUhmDIUhxqohoHEzjSwLBZiMiJSkkNLADU+gnvwBKWNE4Q2QVp+aGlilVErFykG8yIM0wrZgYZyEcoFkoECzRUhthCgMkc45SDxMzmHw0ZCVhKKPSknbxzn5A3jBL0ZJ68Yox4KNRPQpxMer/QwnkQMJ0UaRjilf4i1nWMw5piolgmaEI1kxLsb6PE6Um/6zrN8yBStvZ8bDsIAl+VF4cb414+xQ22+MDTmciJfmS97j8uBPPNRwUdiHl3A35TYT5aKeMKk8A8Ib8G1fzH4mqBpMtRcrANv4xC0HHsKTDW76T1pwY1byrfyy7S8iNZI4AVpTTki6yuS9RQw3QGNlQG2pNAVH9kxQYGgmaFiBdaSdXrrorSkyTo1rh4yPlHC6n4EhatpuoM6yVDAzgd7CccS1N4aerTqTWVDja4EyFSMswZVir0ArgPbGZF2hNh6gFhHtM+gawZppFBv5uVQizcuiUCnazDSukeiTZCWEdoEafmhlVkYCldUEhx25r0/fuTTZ0SBt//ojMl6IkxZk3QpwqZXptXW+sdP5rChYCNBBiyr+2uc3jPC+Rt3EwWWMRPQGzaxKNZGVSZcyAO1Psac0FloEEpG0Vi6SAkmBVXJbUmqTUhTXJLO2A1Mm92KEpzSSJDri8yS71+SuqODIQ7rmmgKrdaupU2QlhK1fGmf4+WFlmNPN2khksLC80zT9/C09loYQBR6wtRRwHbGJJ0BjXUxphOykkN3OsIpha44iCO0UrgATEGTFoSs03NoJYbqZJlGGlGZKuISTaeqUX28iJ40hCMN1EQTUoNLEkjA1QWp1L0Bdj1BK41EEUYJkqtp68yhE29GK4nBoXJy5NW+FwtlGozQ2WpV20ZoGaFNkJYf1rR6MUACiOaKehyAmfeI8nn7SGMDRRaCDR0m84WTVgQlDheDjSArOzpWNOnurPH8VcNs6hwj0pZ6plAKrBMSIyhToFArE6sAbQ3JZIBKHHZKCIctumGQqaYvvs4745x1IA5CjVivzD2tbeI3br0YG0uXVjsYlmyustM1eF2bNtp4LqHl2FPCqpjCwtKis+1FtPIdtFHkLYu0xhRCTByQdoRkZUVWtJgSuWK24CLBZg4KGqfBFJTXW1MKcNi693B0U0K9EOESTWUqJKg49AgURqrQSKHWwCXp/giQUogIqpkiBa95pOMIrBAAohVSz/zkzlrfUbuIxGgaMelcq1p+B22cGLQJ0jJC7gXW8gZxGNQRSjdmZ/2dA2kmiFIEYzVwBl0NaTaFeDKfJVnx6texxqy1qJUZjZUZ5XU14rKhGPhJYymwbE9KPJF08WStg/v3rWZ4osxEJUJXhFXFSep7YiaeKlEaTgi219FTmU/fxRFKKe/pVixgNX4mqRXSzFBJhlTqUK377jWTD0i+13fWp1p8HKbofdkMUiKD3cAFwCYOre8p4O9hwVPNBBjiwDqcJ4EfOLd1z/E+9mczRAYV/js5F1jHgTVYK/DfS0Aeo8WnCGfXSe0CHgQecG7rckkbtoxeFDBHnJS1xLQ4rR9dcRcAACAASURBVNIQhBAEXn8t0IhTKKuIUgVjQjSpaPZY4kkIqw5JnK9DChQoECfoFMK6QSUOh0WnFidgxRJMVHA4gvEGaryBqzSh3tzvn0YemXYur8HMX8sCRCl0PUAaMU4pdLWBpCmu0YBkTiJzTCg8A8aeNtoEabmhCw6VeHZY3EIkWKbJhXVIZpBmRjClUZkQGO3NGTOLjRRWC1m3IH0gHZaBdVNIyZBqNyPGnVhhJCsymhX49sQahqa6qYzHTO3uQKdQTUuk20OiWka8IyGYMriG8d1xQYALA+gqeamB2Psx4RzoFKcTaCZeyHKmFnI6nL20kSQ39yzuhIS5xRPkc/FmtBfly6ZF2vYu9rex/yfw385tXUBb5HMbIoOdwGuAl+AbKS7A36/HilRkcFpi4LvAN06gmnLL6z5eSPfsNHIrI5frsInKyY72XbMu0igHkjp03YEWyISo6s1pg8SBAiuAFpQTXNMRJg7JLKpu0MbhrK8VkiTDNZvo8Zq3RqrWfPRnOn0/jZnfXT4ZA5IUZa0ff6zz3XP1JjLtNLAEiOY+p+0U2zJCmyAtL7TsO7dkC+QK+W2dGVAZMtVAnKAyi4hPKjkHtiBkAZgShHFCsa9BqaNOHDbpDJszJQTWwWQz5KlKB9vGe2hUCkxMlnDVArohNCYiClMJMgbxZAbN3IQ29ITIdJewhQhbDkk7NLoJyoHODC7JtU7YbwjpU4RLDzs36ZyfIN4iQGQwAvNK0G/0fkxy8hLtam2+vAm4DtyoyHX/Bu4WmLrNuT+fiKWomq7+XNX/OQQiH1oHwZtyn6xXgSyFt12IJ1sXAL/l93vdD0C+Dsm/KO75gXG3u0BCyVy61B0MPa0P8Bh4tHjxxxkvSBw4QTUznIA2BjER4hyBdUig0E28gG2gcikSQRwEmZ/0qdQvZN62SCUOmgZdyXznW5p5GZGD7JZ8A11ua+K8tYlyDhpNbBAgSepTgnndJMYc5L+2eDgMQTpuY08bR0abIC0vzPF9zHdcnBV5cYA1kIFrJggOaeTZGK2xhRDwuf4sVHR2ZvREdbqiGiuL1bwl3yNWDptpXDVicqpMZbKE0wIx6KZDW0E3HCq1KJshzoLWGC2Y7iJZV0TWWyQra0zg0MYR1Bx6SvLwt+yf7R1MjpY0kDTn4Lfk94XI4EbgKnDvBJ0LMR6f2qt8X33AO0DeAZ2ZyPtvES77x0DCmzOXPmdJUq4FdBlwNQSvzl893keRE6boOsuLdir53b+HS/4BeHyJd9zyuldHG0eZreIfaP8TkMx3ialago4EO9lEWYcph6gUnPYSAKQOqwVSQRnfbSsWH5UKFDby6TenQQX4wuow9HIhSjEjlotvDJkWn50+BgdeyTtNPCnS3lYEY3y6fxY5WuzGkcOc0/YzeRmh/WUsLxyNVO1BmL6J8xvQ+lCypH4W5poZROCcxkbgFOiujEIhIw4N6wpTxDojVNnMBKyShdSSmMwETE0WyUyAWIPO7UhUatCJ8aHtzNcrOMFrLsUBphSQdAfYSDChQxoOlzoky/Z7M02rZ8/1cY4vluS+yOtWXg/8Nt7zihP1AQ+ECqB0hWPzFYbN3xcZ/H+B/8+5rY0TfWTHCyKDq4B3A+9ijm6uE4P4JEf8IXjV+0QGvwT8tXNbf7REO2t53R+VE9lMkbby5EgEpwWxebdqalGANBxaeyKlEutlQELfQIISMHkdUy5HIiI4BTZUOJ1bHoUKyTRO5REnJTMpvmmSJiK+g9YYz5PEzih8+0LsfJI2fTseFDla7MaRw2yt/UxeRmh/GcsLi+j15DvVUMrfjIGGYoSLNLYcYkoBJhaa/dAoC/UYSmXHuIlIbY1Q3Ex0uqxTOuMacbHGaSv3Ig6KYcJ4VxlqmolSB7VQgQmI4zJB1aIMfjaoNGIFXTeQCbYkSDVDj2VIYqGaW44sYTj7KLDotTkig68B93GQ5a7UfSHwd2D/WORDH9b85z85vmOMy56VPmR5Efzvg/u/QQ6p/1s+kBI+BfdbItfeDOr3Q/706cQ1F7PAu+V3fFQJb/E6bC4IfLSnM8YWQlQj9eNB6gUYxZi8y03jROUkyCGpwWmNBOC0YLRX8DdaMB0KJ3g3AITAKqQp6DjENX1doYRhHrkKZlJ8Ar7l3zmoGe+35gBn80C1LEXDWkscZjftusBlhDZBWl6Y4+bwA9SRW/xn5aOEGaE2wiA3eQyxpRhbCrGRIuvWUHC4sqHZIUy5mIaJqZoiFVsBfADBIJTilFN6JliXjNFVqCPGUi8WGWmWGZeIejFG1QtYExAkQjRmiCctWjQ0HKItNvYzuajq02xST1CJwTrxIe3pT3E8dJBmTlJLLNogJTJ4EfAJ4GePNlpUoEkXDQo0cxXejAIZAXZmdu8QDEKTkISAJgENQqYoUiVm4ftWJ4H6O8PLPwgv+qDI4P92zyJ1cZHBAvAe4I+AFUfz3SgsndQp0yQmpZArJEcYFHZ/MAIhRc98Nw0C6sRMUiQ9qiE4fDO4N6b8z+tF/vAa5z6x6yg20gotr/ujmrYon8oX7btXXRhgiyFOi48YJcZbeBhvVovOIz8qF5S1+CJtBBsoXwoQQNahsbGQBQ5lBV136FDhCl7zTcWhJ1yZmRGndGH+01okDJA0wyYpSD4py2uZDknnL2F63x6HsaeNY0ebIC0vTLR6URFgnbXTYtTza7n1OkiI5NojCpTgQt9FYgOFjcCEDtWVYTXYwM+oUidk1pI5ME74/9l78yDLsry+7/M75y5vzT2z1q7ep2frGWaQQTZILPJYEQYLLJuWMEYsBiwWywQYEwjhIkNgbCOZEIKRsQm2UEh2y8iAkGQtKJCCsMQ+A7P19FZdVV1VWZX72+52zs9/nPsys7Ley64lq6c6Ir8d1Zl571vuu/e+c37n9/t+v7+1okkUBQn+QqdPJ8lQp5jI0xtZdNlRWTCZko4Mft2gTmEYHL1NqWjpQQRrPabyoQ1AUfdhK2s12Zgf8Db5IB1R0Zx4He4FIqszwI8TSjb3hBmGLNFjliEzZMRyL8mbQy1UNAS4PRrs0mKdDlu0gwHeXSF5CpK/D3yzyOq3qF68fA8H80hCZPVLgJ8j9JK7a0Q4luixQJ8ZRrTIMQ9wq6qyF8Ru0WKdGUaTGyhPgFjofC3wVSKr3w98VPXig6ZgJ973BVYdTg3G3NPYQwh4NJJ6/CEETlorZMclLjTI9WOLqb3Q9vhC6sFYvASzSJcKLhXKNMj+cSGw8tbgrcVYC55gTGnHGayoDr5M4Ii72nOt9l876mM8LBQPcew5wfHhJEB6tLBNaKWQHtwoGLZYH7ZopU06E/3pJ8K5kIrO61ZUlcPEBnyCtQ2iErx1uEhZbPR4orPBcrzJfLxLH+UPR21eH87TL1q8MZzhSn+GndLgyogEh40rbpQzmIZn+dQOK9GA5oKjvN5g51qXQdbCVJ6475BK0YaicbAWUENY6UkgVO7ZHr2NsNNv/+sP8roiFz8C/ByY83f3DGWeHqfYZZk+qTzYIvJwBs6KMkfGHBkX2KRSYYMON5nhFjP4uwuWPgL+U1a+7ScMv/ojsNUotXhHDeYiq22ofhyib7/b58SUnGKLFfrMMXyggAi4TVklAk1KmpSssMu79AZ9UtbpcoM5BpNd3g+jBfxtYfhtVv7iN0X8ysslxdCrv5+baGIm6hbDrYjtmVkW3uJGqVMuosF/yAgUFrM7QvISXBMzypG8QsoKVJHI4tMY30nxzQjFIE4xlUedx6qAqcBbXGyQNIhDNAmBlGsIZdfiY0F8AyyYvMJWFSI1Mbty4VjiCJVaymJt4GZyYNh5G+mAE/qwjfFAY88JjhcnAdIjhBf1or4Q/GqePLyvoHo51vLdTZn+zbozI1yvwlxwhBUleIgUDiqPMULkwSQFc2lGy5ZcaGyQWE/Pw1oxw/Wiw2d2TnNpdx4Ky6gfUZQxMRVVJJiGYts5C50BM8mQU3GfHl3KMmb3WgcZgQ4qMIHJENLpdSarDo721nAyPuS3p8R2xKm8r5JFmID5X8HcVdYopuIsW5xji5Y8pH6qkQ2r+SgKK3jniYzhVDnklO9TuBtcY443WbiL7IVpe879NfjaF+CPv5HJzWsfSYisfjHwixDdVdZojgHn2WSFXYw8xMhdZO+fqNLVgq6u84Sus02Lqyxwk5m3zPgpreeVd/3bir/4vwu/+n3cX6lm4uS8C70FHQ2Ax44OImR8MOFX79GyQvIS42uWT14FxVjlw71pDNpM0DjCNRKMgik9WnmMV9QrpjJh/KiC0aP4WgQSCVopGgsei2t4pIpDpjqyoFKLPzyoQV3tiVQHTjJufTT1pN5uE3CcyKZnkI6rXHqCY8BJgPTo4ToTAiRLY9fhciZ02x5DxrJaqH+GgVedg1LAeWSYBy6TFSRLMZlHNw2uJWglbMct4qhip99mN2rwan+OT+8sUBQRUgnGQZZbhqXFxAbrK1LnoKHYQlGniHqqEWEQLB0yKoKFjK2QSKGskFHwGcE5ZNyo9hgbQt4NzDFmkERWHwd+FfjgWz02oeAp1jnDFvZhTr5RFBRASYLEgf+BGMR5PKDek1DyhF/ncV3nFl1e5dRbZi488++CL/p1kdWvVL34yAdJIqvfAfwkd6ESXWKHp7lFVx6OgG9vETNuKG1trbYK3989/x5V5v2QOYYUGnGZRa6w+BbZPht7nvxO+K4lkdVvvA8V4sTJOae7W1LegwdUWJQpguQ5WBPUrfUiTctyb5zSxKKRDe2QEguFr4OgoFpDFUpBUGzf4xoRRgxREkwoTSZh2PAhmBlL90PNbizVN4dWjgcfe9T37+Et0k4ySO8MnARIjx4mDlIt5k4VbEz8No/7l4Vu2XVTyLExmw/S+9BXqEL7CnlMXDp4w+O3I0ZJysbGKTYay+ye77CxO0fXjuj7lJvZDKNmRDfJOd3doTOfMRo1uHJzic1eF9s3uFjYXF9m2yv9zhZbn51BNiDdyom3ckxeolmBiSyy0CDeLZC8RIoSzcs7KmtvCwdJBXt7JfMg7mkVJ7L6p4BfBpaPepyl4glucY5bxCL3177h7g+qVi9GoWlxZHHtBjZ3aORRV0FZ1fdIUCyu0GNZe9xgjldZITsyo2QXQP+1yF/5AcNHf95ptfnwPsz9IZhw8pME+f6RmKXPM9xgTkbHf10OZyJEUJHQhscrPrahebNXfGoxozIQitUgqqRS8SxrPKabvMYy15jn6Mk7+gtQPWflS/9r+K3fc1rdLTdp4n3vmOmAb9eKgLs4OfVDfFCHMczC50+TMA5JXe6KLCRx8GRL4+C07XwdxirGEwKYURmodalgC4vGltGphCgXfO2ybXMPTrE1tzFYh+y7aKu1aD1G4hWJo73skXi398H2+E/owQ1397HvAUcsQk4ySI8QTgKkRw+fAP7zwxvbLLQL1qNJ5SeB8MU3BuqGkD6NQ0sRV6HOhaxB5ZB8rBDJsP0YNRZzK2I3S/At5eM0cEVEXFYMNUUTiKSg2yzoxCWPzW5xU+fYSUZs5TOoi9BdYUgCRrl8I0Y2DMlWSbpRBCL2MA/HF3tkS7B5FXgBoyKsNJ3/HPCPUmTyanwTuOu+ZSKr3wJ8FKYvCQHOssWz3KgJ1/fW9/O+IAbSBGk28Z0G1UIT14rquVowmyNMXmB7ObI7CC7meYkInGGHU7rLJVnkdV05QuYtMSz+Dc/3PyWy+ldULz4yVgAiq0uEoPVPH/W4hJJ3c41lenUM83CDczEGmgnSbqGtlHwxJp+P8CZkU+IdR7JVIKUS3+ghY1fosqQhFe/hGhfY5FN6lt07uxIdQPR5nj/96/BlXwH87l0e3icmbXR0znn0VZSVuz49dRYsxBp1eU198CqyIWtEZHCpRdMItYKOrUVEgnRONYxdWnsxecFWobF2cz0Qrb0JHE1RhbzC5i64cDtXS/jr3mtCTRAPJf49nyQf9gefJNgLhvbI2w9HytabHiBNvAYn+NzgJEB69PD7kza2mJvdwVaTsitqLaQx2m3jujF+JqGYt6QbFV6EZD2GXoaUBZQesR4qhaFHUpANg68MfiBkWQQqZC5laWHIYrPP+cUt2p0R71u5wVy7zyWfccHs0Bk4qh3LrY058txghwVVXpL0HaxlsFuhRYHmBcQRYmzIJimBpAmBCyCm7jV3G2XyocJOr1T+/ot3KWcXWf0+4H856jEpBe/hGkvSv8cjfBBo4HfUCh4/38Z3YvKF4A1jKiVRIIuhUiQroHKolHt+MEaUp9hgWQZ8yp+hN/18Acl3gM5G8pH/yvMbhdcj6xYPHSKrp4F/CbzvqMedZpvnuH6PKsF7x21lNRE0TSFN8MszlGdTyq6SL0YYZ9DNEjqOeLuA7QKMRUyBViW1Uw9dU/IFcoVLfp7X3NIRZTe7DPqvRFa/IuJH/79Si7fiJX2S0PD4UOowTipm3rrvnBwIPMabnK/LX3X5XSRkc9II346p5lJ8YnGtWuXmQ0aIdoyqotZiMoeKhOBHg9VJNHS1Z1IdPFUOKR0UFQzzkD2qLU40jfCNBNdMMLkDb7AoDAtIXXDtFkFiQzhFEoQt40a13h0rHSlXSz45O+uBjx3Pu5zgOHASID16mBggpbRnFLb2Nuj+ygcjaLuBtlPcmS7FSsKoq2QXIOlB5GMkTWBngNkdganTzSasyKJCMT1FDZgqBClFQ+iakue6W7x/5SofOH2T2CqleJ5cucbmnLBcjli7PM+/fb3J4JrFDgv8aES8PgpZoUGBlkHKL2UVjNt8nS2yZr8NgXUIUfhM1dtjAxIdESDdzfNFVn8Q+JGjHnOabd7FmyQPk2d0EHuj+D7xV+MYn1iqVkS+ECPOYGrORryZQTvB9KK954aJvJ5YvKfVEP5E9SaX8nlerxaYvpqWr3N8eElY//PA8O35wBOOQlbPAL8JvGvaYyIq3subrEjvbTuugFBa84nFdxPM+YhkXuleKHDzBT6zLJzts/7JLqn16HoDvz1EvAVjAUWTBLXg44hznYrFjTf5ZLZC300rF0sH/D93fN03Av/nUUenerEQWf0jQpPk2zBkduIb7Bks1iV9qYnX44WcFuU+t1A9WnsTSZrg2ylVanDztQzfE+7bxOJ8iaYGZwMfyVRgdsvauiS8s/GEwKiqQrPaqkKyImSTNLQpkciizRTfSXGpwXdibOFRD5LE4BQZ5WgzwY89mJyH7T7EcaAljEbHmkQ6YrHxGdWLg+N7pxM8KE4CpEcML+rF6y/I6nXgzMHtgtBkLtkrsdUcFiVwGUhiqnaKW25SzgvRhZxst4mJPK6r2MqHSc+GwUuiMBh4rQOjHLBKPFRcJNjUsdLss9QY8Pmnr3GuM0QIVrueik7D02ukuCgm3a0odhQZlsTrAyQvUefQrNhPtdd8KDGyJ+sXkTpQEvBytKLkmBHRnrbrLQOkOnN0RHCkPMsNLrDxsEQwbw3nw3mtSxY+Fnxi8A2DRopLLa6Z0jRCPKy7l+dFeE6SQByjsy20YVGUJzDMXNvmE1uzuKkZi9afVb7qZ0VWv/5zUW4TWV0BfoMjgqMWGZ/H5YenGpyGeiEjxuCblmLR4ucSnnnvJu85vc7p07ssN7e4ut1kfb7F1vUZPrFzNngD9Ufh2nSaSCOlmk0pl1KKyCHvMry/r7z28Yybo2llG5Mqj/+cyOpV1Yu/9RZH+vtMDJCWLOze+bHG/6v91sbmkKFM5vfSLuo9UhvXijW4RoyPDVXL4lOzx/0RlRB1dSJ8ZCibSlSAFh5xYItaDaseqTx4h8krKF0o25ehRZJGBjEWH5vQKDuxuGaE0fB8aSSY0u01xSWO8K04tEzKK2gkyEjxfi8E5Liy21sPMPac4O3FSYD0aOK3ga8+vLHNsnVygAsrBHKnKlU3olhp0FrOefyZTZYvbLCz0yVfb/D67imsWuLcYHsWbaXQblLNpmQrDfIFg8YGjYI7cLRc0OyW9Jc8O6ccr/o2roKuqViyOZsasWMMeUtYK9pgQ6hmygpT+lokYiCp0+RjH5Io2udJNZLwe1FijNlvN3JbBunh1P+NJkcRtH/nqOeKrH4zR5TVLBXv5RKnHpIK6kgcjMYiC4R7w6eACT9dK0zUVWWwhcWlJjgNV1WYVKI4BEdzHeg0kJYJZnu5Y3nJ84Vmiz/cmmHkp1Gu5GvBbyWSfH+hxdtWV6wtFv4p8J5pj1lgh+e5SnzcGb27rL+IBEND143xqSF5rGJlacTp+QFfeuFVvFTMdAyX8mU0j/GtCB3WUvlGgqQpVadJdaZL1bG4ZUVGFrPreP9Tfd64NuLVrWnZCWmC/hOR//bLhJ/6I6+unPLA32YCqX3IyqyyO7YRuh0m9FuTOA5ZmTSUj0JfRoInkq8l94EYhBRuX2pvBB+Di4SqGcjRphCqGfANwRSKVJb0VuAauYYgZWhsjSbEOyVSKcl6gakaaBKFzHUzRtMYMRbXiIKaznkQhSTCxRaNwBulnIupOhY78phRRcOC2SI0ExhJvdB7y0t8V7jF1Grlbx/PO5zguHASID2a+MdMCJBaLCQ93SS0DAq1eBGBNLQOKa0nPVOxONfn3YvXKZsbvGZO80rzFHQsph8GME0iXBJRLjRwbUs+b/DNQGCMY0e86IhnctoX+uykEVddC6ngbJQzbwtyTRhUhjf6cxSxBeNRNcEtt14phuaUZk+uO145YoNyRaMo1P5NLcct92/F/bDo4aRfYrrTdv3xi0c4RYusfhHwv03bn1LyYS7RkoyHTfZ9S9TEXilKzE6OFU9jzVDMWqIKHEq0XRJtF2ElXgbuRdm0uKUm6fmYuW7G+SeGDIsmox5cX0tJXnV8qLnJJ96cYVenTcbmO0q+9UYijR8pNHvoaUGRVQF+HvjwtMecZ4PnuB4mx2O/Nke83vjTqwZ/L+cxoxIpm+QbEbsrEde6TT6dzTNA2fIwlJQrg7lgoCgV4hTfsLgly+jxhMVTOTPncpbPDLn85ixSeW7ahLONAY3XBnxqa3EKsV660PlH8B//B8ClKUf8TydtrGiaPg1mmND6bcw7iiJIUzSywUakXgDt9Vgc/3Q+ZK2dR6uan2QFnyhEITteiVJ1wCWuVqlJsCqJQ9NbxeETA6Un7lriIdjKBj6WEVQ92ohDqS2yYZysQo/IcYcBTQwaW8qOUMxaihbYjpDsGvxmhTTTPYJ5nbaafp3vEgNNGE5fnP3jB36DExwrTgKkRxO/PmljRMMo1ldkzmJjqL+3EoIQNWDFk0pJw1UYa6AK1voeRcYcTREwY4t+8Das3sSBaTtsq2R2qYemDpc4bmnMjItp4rnuOuyq8Eqvy26W0hvG5P06LV65oBDRUDoTTK2gs3seTftk1fGnCv5Me6aWD5morehRAdKvTdshsnoB+IdMUasl5Hw+l2hJINN+TnBbJiMQVzXLsbtxMAe1Ec3NUOZ0kZLcLJCshCyHyoO1+G5KtZDgzjZ5+j1Dnl3aYqlxjTf6s6z/0WPs0ia5ZfjQxjU+np1hW6cpqZYvlvzAvwb+zdvwyX8Q+JppO8+zps9xSx6aSm2svDqcRfJ+/3aWkIVQr9jM01gv8RuOG290uVE2uTYfc6tqMJf0WN+ap3RNhOAkbdIEqoJy2ZKtGPwHS544tcUHO7d4/vwan+4vcqk4S9SImXcZHxxc5+PFmSlBUnJG+dAviaz+GdWLd2SRVC/eEFn9beALD++7QdO36Lsglo8McHuOV+oPu3c+Dmzf4yFpMIe0YexxXfCx4lOlmlVwoQTsI/ANxbVD+V9FkLbUgRSYlgKeTjqkWk+QVMiJiPsGmmCaimZgWg4zAq0MvgRbhjFARfBRcOB2DYtLDFWiUBq8cfvHfcwNtNemltf0j1V/+NKxvtkJHhgnAdIjiBf14o0XpgxSnsa1Lb28PC8rRYxN1IcVabxTYWxJ9nKD19bOko8S+r0G21e7NHYqous5ZhAmTFAihHTNEu1GQBOfamgmGwkL8xkr8YCl5g6tqEBEuVmlXC87XPEVn15foreTsn6pxe5LbWTosf1QXhMTMkRjLyZxDhlkwZdECen24QgpLDSSfal/5fZS8A8zvLCaHMU/mhggiay2gF8BVibtTyj5MK/RlFoB8zbizgkK6hQjeI8pK3RUoh7S9QJJYzAG7x1mWCG7eVDreI8mFte2VC3D3LMVM6dyzpztcao9YOdWgjslVGsW0zc0jPKh6Cq/X56fIjcXC+7XrHzNl8P/87rTamvCgx4YIqtfDfz1afvPs86z3BCRt/SIvG8odad4BCITMnLh4PZ9dMZSdyNIAWQedmGrl5LvxFzfOE1lDY2yiwwSJLOkvWBEIR7cTDBzrU4ri48NWJgd8MGV63xmsMhso0m5qMhuaL2xHGd8QK/zR+W0IMn+KRj9TCKN/6GiuOb1jijg15gw9rzJfNbRP8pnWWi3pZPAmC9dy/HLErR2s45sUIJ5H77XtSeSJDHaSvGthPxcSrEExYpDOwrigzs2BlcI2lS81SDzzxQwwf8xAk2VJxbXeWxmnei8Z5A3+cwr5xkaJZkraRUFrYWc1FTodkQxitl6fY5CDVGu2ExqQ0qDLSDdUaIcJHekt4J3mwwyNC8PXL8HvE8U1pifslemLs5O8LnDSYD06GLiIDXHuVNv8rHfRfVPjtO+IkKUO0y/QjZSdsoOu6+lZDtN0mFFcq3EDjxa+NowMhCozTBGVEi3Pa4tVE5p2IIGFS2fs5QMUBGch55PyX3E67uL3Nqdob/RYOOVLkmvIt3KsKPQWwlbEx7jCIlMcMG1BtTUjWldSMkroDlUDl8UIXB6G0jaCfMTjQAVf1Mwvzflaf8z8KFJOyyOD3OJjoxtCh4iaoWajBt+wj4Rdk/RaOoSZ11qQJFhhuQFpnShDKogsUVGeTDs9OG62cjSnFWazxREZypOnd/i9PIuK8mIj42W4bzD3zRI30MaYV3Jh/Qqo1qWWgAAIABJREFUv1s9PqVsYGeVC79sWPiCh3M6Vs8BvzBtf5Dx3+DhBUehvG3iULam3UBNcMMWFUxvGAL/qtqTnYsxRKVD8wpzdQSFQdaEfCeimQl0IszQk7xeEfVKZDdHspKo6Wl2S+yyIW4XnJ7tsdTOmGNIy+fMPTYgvl5irSLWsBINeE/5Jp9iWjvA5jc5vvqzyouT+HS/Bvzo4Y2Odusmnc+0yJ9TbScHLUfEB+8hRRAtA2/Ke3xZ1oaNhOaxtUFktZjiWpZqXimWFWM9Nq5QY/GVBldtS2g8W5thM+4AINBu58x2BizNbDOT5FzpLeJ6JWXTYhNH0hnSaBU0KJBOhK63kZsO3bFoZVAJvdqEUHWNSjCFI9qtsCOH7NbEeO+PTTyyQ5PBVO+q6h8dy5uc4FhxEiA9uvj7BKXUbbNuRBLP8fgphysj1VREICsgijAqVFcjyo4h3xAkLjA3R6TrOWQF0huGbIFqcJO1BslLYu9huQm5odyyFDOGrazBbJ6gCI2oYqeybBVtbux2GW00GLzRpdo02BsO3RpBEQIv0NBKRACJoSz3yNfq/N7fY4m/1g7fOMedC9ljhgopCxN3CebvvjihG7rI6pcC3zXlBXkfl+nIBF7Gg2AS6fc2jxnZo0XsyfPH220UAtJxK4e6nUv450NwOOaHlDUpfizPbsbES4Yodayc2aE9l5EbYdelpK2SpJVDE3QmBGBiDLGp+CBv8Ls8TTWhk4cy84Tyn/4g8N3HeYpq3tHPALOT9ncY8B7efEgqwjpvZy0SxUgcw0wHbcb4NJDjbVZC4TCRww99WBAYU6tITeg3lhckaxbdNsTDGPFC1YFoE0zmkZ0MMyzDOqglNIwj8hnnZnbBKrkKYmGxkTErOdL2uG5o8YEYzso2fW1wmaWJn8LzzF8V/tIvcKcx6ieBjzOhbc4uz52CTxci0t47E86hRiFXiHyQ7JtQXmfcOkVATXDdd4sp7aWKmTMjTj29w2Y7ZqU1xBnls715vIt4c7cLpWAzkAzsLtgRVEIQHFQQS8lca0ASedxAcJGhFIO1BtdQ2o2MJ5q7+Cji2siw2XbkxoVGtsMcLW0QlwyDItgUZVC29TLoj4KHWz1eHgdz7SqL03a9DNHdmnme4G3ESYD0iOJFvfj6C7L6T4CvOLxvmafO7PBZtzdBqg88kqJCcCRrHplLsSMXuCelwmAUFGXeIYUPstseyNAQqSKuwncauPmUrbTLdiOm30qZTXMuzK2TuQajKmW3aFFuN7FDId5wJDslFAXaD0GCRjb4kFQVkjjIC9RVaFmF1di499q4b9x4hfawgyMgYeao/mt/5/AGkdUO8HPTnvAMN1iWPsedObpjMDYhGyRRvJ+l84A6ZByU1AGnGFvLrU0dFFEHrqClq6XmEnx1fGjFoNagkcF3UqKkQmY8pl3irMdFjqwUci9kmUWMImN5tIasQVs8z+sV/pDHJ54Lz+lvF1n9adWLLx/jafpLTPhuQCh5fh6XH2Kfu5DJIw7nzbUb0EnwnYRsOSHddLjEIMMCRnnIqBoH1uDnUqwDWp5ktsD3YlxsYT0Kph27QbVlhlUwd61LpYLUEvXw06rH1Q75WSlBnq4eN7z9e/QsNxiQsjGRdxd3lfM/CbxwcKvqRRVZ/SghAL0NBctnM169U++viuKhqmlN4+/2nmgjBPC+E1F2hGrR8O7Hdnj34hpPn9uim5S8PmrxfHuLT/aWuNbvYoaC7RuSbSEa1Wo2wCpIZimzlO2sw0w7Q11EWnnyMiV3ht1Wk2fSPmdtztnuNp+dsVzvLtJvJGjPIXmJ7WVBMRcLZlTi8UhWInkRDCOzA1YQDxghFWpZm65e+6hOWJyd4HOPkwDp0cZHmTAJtJhrDZnxquUeCTQ4U1eY7TAZxoMM44NfiFYeqbkAe+WlcUBiDWYYh5WtrSizBsUwIdsWGFUYgeEwJSMiLyP6Ww1sZkh2lWSrREYV9PNgqAb72SmvdRsRF+r44wxRnYYH6tx5re55yCdSVWlMb5X2z17Ui69M2P5jTGgcDHCKHR5nY2K57thgA7ld0gTSNPA60jSUzioXrulgFH7a0DaBRho4YPXfkhcha1ffI2rrElydZRIFl8a4pRZ+pklvxqOxoxoqiVUGKpx1Oa9em8OuJ8TXDNHNIjif78m2YVH6PKNrvMLpCR/EJMDPi6x+yXH4I4msngX+1sR9KB/kMo2H6Y5d9/TyYtC5Jn6uRXm6RXY2opgV8rOGuBfTqhSTJdhtC2VBeapDMRPDOU/3sZyOHZLZFr2NhNGVFFNBsuMCcT4vkT1eHvhNQ36rQXGlzeVXPTPzOb1nPFt92LzRoL/VxV1yxMMB1uUheyPBfuP9eoXf4RlGE92b468RWf0q1Yu/emjH3wN+HA7P6kau8VjjlG7fLrQ43Gy6Pu69bKj3aCvCNYQqFuZPjVjsDPnA8hrPL2wAylzU5uNquJUPMaViS4j6StQ34e9RKFNqITSkwjuDOkM/a+JKocyicE0MpIXSwtHyFQta0Y3LoJpzDlWH6dfjI0o0CFlsKUsoqgN8qv3P9CCZSI/nEqfQyf5hI+AX7//VT/AwcRIgPdr4Z8DrTJikO5wdXuV3dmLS012dM6gPxfmiCqusshbK1/LiYMLG/qBWr0yJLFI4jNPw54biVYjLlCyHITHXlwyFj9hZ7xLlluQNR3y1wvQKZLMfMkhuLOF1e40hMWaPoLn37zaFmu6JXh42LF3s9P5HHz28QWT1A8B3TnpwTMG7ufZwTSDHnKIoQhoNiGN8u4kk0X4X8rLc47eIBNNQ0tpCIYlDpq5u9SDqUSf75bfa0dgDOttEGzHFYoKfU9Q4Mh+zUTaIbYut3SaDUYK7YYmvKZIJ1G0fDvIzHmedW3TZmUyC/yLIv8GI/QW/d7PcN36MKaW1x7nJrIzu7dUmZAcOf1XuyOiJQCtFk5iqEZOfaVDNQraiJAPAgm8nITYYFWjb4jsJ/kID854KM1fRXqlwfcW0lKIXk/QdfqcgKqtwbqtwjkFxSUQ1jMg3YtgxjBoRm5lho5+QjyyDV1vYfoYpDNa52yb3WDzv1av8Pk9NOwF/y8oX/6bT39rZ26IX+yKrvwj8N4cfvcm55DKXXp+hOt9lnojoyD6E4+Mw/QIzdMRDyG4aGotDYunhJMOI8FjD89JwHhdBGhUkfUNy3WC3DPHAgQqjZYuLDIVPWG7mvG+mj1qH3+kSi2B6QnwLBtc6rC0UfLyV0p/d5g9eOkN+NSbdKkiv9kNG3Y0XbICrgiXJeLzS4+sPOdKIK9PLa39P9eJDETCc4MFxEiA9wnhRL7oXZPWngL95eF+DmY6hc32k27c6zJ4OzRZ1XyR/cDU3sYau+zyWmr9iKo9RSHfAFJ54aMlsh40dS95rYLyS9CC5XiGDErPdD4TvOpUO1KtF3Z/g67LePurj3FP41MfyMMMkFTq3G5Pv70JfE2SS/8iPTjuoZ7nsYnEPTxYFe0EMjTS4Ds80qOaaGAWXRkTDChmBKROirC5r1O1nNI3x7RSqCtex2N0MVLEDGyZdW5tIChBFaGqpOgllJ6IqPJSwc6lD3PWYwtAtMrYvx7jPlMiux94a7l33g5OICLxX3+S3eWZKfzD7I/Dv/UNg+35Pi8jq+4Gvn7SvwcA9ya1juS4HL/z4Pj6wIbiNN2NcJ6ZcSnGJoWyCTzx+qEgRgltshaYJM3MZ0YWc0x/skS/CUxfWmV3e5Y3rBb61zasDR7VmyUYxvmfAG4wVtKr9zvoe+iC3DJtvtJgftPjU6Ay9KuXqS7PwpoeNEtazA4uRfczLkMd0Y8pELY97Pvy9iaQXC80PhgU/TVgkHLqYRi7zZPsp/YNLHWafDj3Rjvj+1lkkNYLNPLJTMjfy5D1ha2jYVU8Tg1GLGFhIMxLxpN5jc6GxBsYFQ8e4FeFbEWmzoB17Gl5YiCu2GhmNpKBfpER9Q7fv2bw5w/Zsh9fTRYY3E9j0tK4WkHm0KGrvL0IZUBV/sNSvk6mA94PXp2ePAH7qwd/hBA8LJwHSo4+/A3wPcO7wjvN84PRL/MuXhVDXkCPUFnLg/3sBibKXSRJV1HnMIDgqxz2HjiI8Qn8tDiTwkSPu58jAYTZHkJd1FuNAAKS69/oHwrXbj+WOUefh5pBSFqc6ZwvyQy8eKvuIrH4x8JWTHr/ELb8kO8p0s7fjgTFIkkCS4OdbuLmUci7FtSNQcH2DHQhp6YJLsfdoWQYTPStoI6ZqJlRWkYUGUa6YG/3gdF7WnLDYQmTRRow2LVUseLHIVoR6GL0Use4K8v6Q4RuWeDDCXM2RLK9X2Hde27YUPK1rvDwxII3OKB/5JuAnHuDM/I9MvGGUZ3lVzbgX3T1hP0APlkWmJr4feK36s6oqkoRms5I20W4TlxrKpgEVJAtlIVMqplJEIrTTJp5X3vvkFk+e3+S592zQSkt2IvjwhQ36JXxCt9le7vKx/Al2Bk1MVgZhha3J9V5J+h5zK4fPWq68dgb3VMLNq12qPjRvjIiuD9FC62zundfmGW6wTndKqW3+u0r+6o8Dew3qVC++VGeRvunwo3POr2zy8itL6FNHBkf7L4Y4jy08ZBW+D/lAuNFr8lhpKInwGqMehkVENPLYTEnXHVHP1Jw3h8w3oRCiCrQCnwvWCloKbsdghx677eGqsjubUG57TNMgO9C42scOS+gHbpgS6ADjMv9hHEdw1NeUG1OEIaD/l+oPnzSnfYRxEiA94nhRL45ekNUfBv6Pw/sSWt0zvO89KgMnYO/uG30gOHIelQqKEukNkSzatwEw4NdDyc63Iiiq0AnbGMzOEHGhZ5FW1e1GcAdf/+1q0noEjCY0J9sXQVDq3NbAs1ZH/U+THmxxvJubZmySd79463xZyD6oMdBq4NopVSMiX0pRK4Hf5RWpFI1sKGmiaO0y7I3gOsH8jq7DDRoYW6KNBNUyOJfXlk3egGtGOAsaK+psIHZfiSmHFgYWXQPtF7CVYXazwDc7okp2gQ2uMc9gYknT/DWR1Z9VvXjPnWJrJ/P/ZNK+c2ywJBrdT7B98HrsB0f7SsCQTqgzn7ZuqxFFVLMNfGKomgafCB4wI4NkHgofKHbW4qxj5WzB4tyIL3jmGhdWdlFgpIrXip5TeisGzQxR0wWJe+kw1u59hURCU2npecobDfJYeKV/mqovmLwkud6HkUOHRehTNmHCt6K8S6/zcR6fcBbMPOj3Aj98aMcPA/8FE1YEm3z+n/B8dgjTnVf3roZqUIT1R9jCsfNSk5fLGTbTZ7lerpC0PO8/f5OXNrusrXXR9RheL2GrwGwVUFRYa0Jpv9+gbLe4vL7I4FyTpe6QT7+6THzL0L6Skaxl2I0M3nTYSKjaEcl6hnhBBjk6ykHdfgz5kOxFvMKnOMeUe7IC+aGH8sYnODacBEjvDPwC8N8Bzx3eschTzZ6+iqt7f41bkEzHwSxSnUf2dasJH1LlUrmgdnPBCVh6wSMEqAmMbk+RFjbqhNf/3ENVaXMOmZ7e/oEJ0v4vA75o0oMvsEFDFCbI2e8eEtqrTByUpR6z6+sSHVD/pBY1we1cKsF4sLkiYtFWgotSvKlIzivNJwqaS7doz49oNXK2rnfxu5Y1M0N1zWNUiHYLEMEiRBsjKKKQeTKOaBSUhdFujtkt8P0C6Y+QYQZlibrq6DtM4BldmzYRLxB6ff2N+zh5EycUg+MpbmEf6Lqwb6VgLcQRxtr9PExdelHvkWaMn2nh2wn5ckxxVqhaLlgf5FL3FjPkC5aqDUXXsrESY58p6c7mNKPwvTEOLhVtXimaXI5meKl3moFrgoTrayIbvqbGYNSjNiIyFj9wqHqKHUFGGb6fBdl6ngdi9xHkmSV6zDKYwhOT7xFZ/ZsHg1fVi5dFVn+akMW+DSUzyWXOxs8R+kO+1dgjIsEHzWX4kWXzVpPtN2bZ7syxvLJDNJ+xNmiTZRFyJYJ+iY4qtD8CVbwVbN9isESbyobrsOGbfMKuYHZArinNN3NkVCJbPWIfWppEQrBVcIrmtTLNc+R5elAoyhssTzFRBeBnj1nVeYKHgJMA6R2AF/Vi9YKs/gCh1cVtEIQGZ/2GfrKyYkxMOv2aHh67xu62RRECImNqNVxIh4+fIqphYqjN4PasBQ5njY56r88BEhaOcs3+TeD/nbD9OyY92FLo46zf56can596AqaeLA5m3urfRYKhpliLIHgRNDIYF8qV4gXrlHioGC8gwVRPGxF+JsY8VRGfGjL77l2W53bpuhGnZ7e4cWOR61dncYOYyJfougZVmypmZIm9QhRjPIGsWjmineCybXYGUJbB9O9AM+E9LtkEHD0R8+1WPvITTv/FXUvNRFafAf7spH3nuakJlTzoTReMNiVkiKwNZWUTroeiGFW8qwLHKxKqbozvWFyiVDMhYLWD4KnjmxGlIzhFtxz+XY5eNybT/WC9xLDpWmxWM/zh9gV2tIszilSEnoUie0pGFUXiKMzrTjGVQ4oCBqNANM6yUOq+jRd25/dSBJ7VNX5vMmG7C3xdJPHPVFoejB5+DPhmYO7wE65wWhZ0s+zKUFOad9buDtwf6j1SlogY8vWKwgrFqwnaNdArMP1F+lXMxitN7C2P2akwfb+3iJPKYwYF6gX32ojRSky+5fEtId1yNN8sMP0c2Rkgu0PGJroCQek5Jq4fLJc+JKVFX1Nem565HnCE+/sJHh2cBEjvHPwKIUD684d3JLRMg9Plrr4Rx3KP3Jhx8FNq3SqhHkjMvhxcZFzWqWX53ocyzB4egWjoEKw2aU8nZo8E+bYX9eJtS8jamfmOJsEAp7mcW1zj/j7r2NZg/FxzoKZz4DHjko6RvSolBsaNTk1J4LWMgrdVcBg2SCJIG2aectj5iplzQ848vsVsOuDxaJOrfoneIMclFh9VhLhKa9sHxYwq1Avx+ih0Y6+Cr5YpyqD2yYKNA0XddmHvfB2VLQhZpCnKqaeUx74+kviXKi3vVtH2lydtNJTVY9y0D+yWLVLzj2Q/eI3t7e1DvK9Ln4JGFpea0DMsEjBBkWnUh36ExmNPVUhbmFkZEs9WxK2KRloGPzJgUEQMipTru13WdrsUo5SqZ8Mt4RU1BpHaMV1lP1DwQF4F49eqQsty3wD2LrK5czJkSXdZn+jLU323Ev/fwPp4i+rFdZHV72aia7nhkzzp362/o6ek8da05nq8YVgQrw0wDsQbduMW8pyhd6WNzyHdzEm2FRMlSNMHN+4sg6IKSl11NG46klaEa1ii7QKjgmyP9jPgt+lUDp+bo+/fB0Glhk9w4Shi9vepXrz2UN78BMeKkwDpHYIX9aK+IKvfAXwJ3ClFmeexdslgoFom9/TFrydKHUvatG6JoGGANjUfZk8OW08gx2W/f9xQFNGIDhemltY87od+Wf/6pPT2tzKhfmaoOMemEZmaLn9r1ErBMbclcIkPXKeDqr56tSu1stBnDiKLGwbiapT7QLYWqDopnVMjFp/eYub8gCef2eT07Ij5mSHnkgHWFrRnBpRvLpA2IMNgTN0nr1YcyiiDvMCOJ9m6HQzjrERZ3pfL+RxDuozo0bxjn7LyDZWWv3A3ryOy2iRkMO7ACmsmFq2Y0kT4rjG+n8ef09T3fRwF/ykXAiQZZhiCE3ayUaAmQk1EXhlMJqBCPJvRms/pNIc8fXabc60e5+d6fGjmFs1I8XgcSiIjhmuW7I0m2cstuJRgewJVrfpqxOF9q7qsXTiMELaNCrSsghrrkKz/bnCBjSkBUvSc51s/BPyLQzt+idAQ+A5ftop2+irP95f0zUY05rRPKLdJfZ5VFSk9ZlRh1zNwTcpmxMZoBj+KMOpo7JQYr6gKGodsKnX5H1XMZi98ZbaFpNaCaOXrDDh7GfCHrI+9A16VT3B+Cv8OwP0bsHcYcJ7g0cQDkU1P8PbiRb24xhRvHoBl3tUaUNzYZqMoKappj4NJq6cxH6keZKNor7EkrRRtpMGEMIrC5GnM7c99VKBCm8fUTJ8vf8sS3aGiElm1hADpDpxiUxtiI73fzzkOfuoWDJi6dFKXUaT2JCKqJ2MjiA3OygoYHxRRNlfiQjGlx1Qhy+ebhtb5ktZiwTPPX+PZx2/x2Pw2H2xu81iccUoq0mFCxyom9xhPMImMbDDdo55YiiqUa3qj4H4+GKF5iRZl4JrVE/C9nAEROM/GlL2NLxH53ifu8qW+BiZ1+VQeY8sb5MGCo4OvOC6zIWh9TXwcoWkCcVBzCkFVZZwSD8BuK8mWwRYGwZN0HXGn4szT2zxxZot3LW7wHy1f5mxzSGpKPCFI2hzFVH2D7Sn+s03YNjB04foieyrDYPrpgzAiK2CY1e704z5n9xYcAcwzoEU2cZ9g//s7zkvItn4bUywaRix1Psbs5hbrgyGDcjIXab8kL0UJWY70R/hbA/ybu1SXRuj6EHcrQxz4yOC6Kb7bxHXD+KNCOBdZAaMCM8yRYYEMQ19BnLutDPx257ZfZnFK4AlAH+w3nLhmv3NwEiC98/Bi/e8OCEbO8PxSpdx06u5jbNgnqYoxew7OPk2h3USaKRKF/lO3B0iPSIlNoc15EjrTDqgPfPOknmvAFwBnJz3pAtsSk5i7ds3WCb/K3v/2snBAyCjVJc0wMbOXWVIRUI/6/RJbCGY8XqBKhHzWkLQrFk8NePb0JsvNAY+3eyxHBV3jmLOO5e6IpfaQ55+9QWc5Z+ZCzvCpBtmpmMETTcqZiGI2wqcWry4EROMGwuMmwt6j98HyOc0OEZOoRiLQnqhIm4A7ysoAi/SYFYmOIOHfG/TAD2vQNKJKLeV8A9eKKJsR2kz2eEqmUnAaSPMFmALIwamnijxVoyJNRqy0N4minEoqrpQp1/stPnVrgU9fWeHWrSZXX5vHDS1VZcgbgpsFd9rDsx4/63FLQpUanBB6GpZVIBuXwfV5TyxxDwjB62R/QqX7J0VW7+AT1WWhO4wjx9jmiYVLOr9TaDZlcVanesb146rOgA1HMBgivT7s9kPwJIomEa6R4GYaaKdZWyukIVCtM1FjDzb1PqgzD/m/vR3Q+r9rOseVyUPIGN+revHS23JQJzgWnJTY3mGoS23fArwXeP/h/RFJ9CT//tIN/rDw6psq6oLl3F1aAIx9ZGqCaOgBZmvVWtiu5hEJiA7Aq6fNeU2ZO+rg/ssXpytH/tykjbMM6ErBvYUGhxL7dcZNxn3QDh43HAiWQokm9K4iZHiklpsbE5Yzhr0ioGtD3rVUi4aZDpwyjseTHIuy/zbCytyA2XZBmpQ8+XSLl/rzXPnYIkU3xex44k1PVEW038gwuzkMg9eR+tuzE/dz1a0oZ3SLKxMbptqvBP72Uc+vy2sfmbRvPME/aLuXgzSwoB60aBKhaYybSym6MTIbY/M6s1Nn+dQaNLYYMXgE48B4qHoJu9ZyvTfLFRmwYlNONXa47pr0qjaX1+e5sTZHdSPiM585i/ZCy5eqayjTlGqhJF1xxFLgnzO4jYTq4xFmkBOtFZjBuHXP7QHBvZKOz7DFK5yaYOppOsCfAn7j8HNUL/5dkdUvYEqgtMEHzsb88a2uuqaIOEIzo0NneyzyoOYz1mrZqgqu8QjabqCiYawRi1Z+T2WoSigN1xnWqf5vD9Xqfh8ez02d009x7qg3/FkmWLWc4NHGSQbpHYgXgwz3q6DW1x5CRNI4zeeZbXZe3mEDRd9iiTlWUhFWYb5elY4yZJghWRF+DrOQwi7L/cc/ClBocZYGC0cd0Q+9eGe/qYOYGCCtsDNp84RjODBRHWBgB1+dmu8zblFRE4JV9cDgXpevjITM0Z6KySDW1PwNwushuAa4RHDzysx8SZp6nmhkzBhPy+je4ahCt5WzNDPgPU+vsfL0kPnHc4bva5KdTymfTCgem6Gab1DNtaCRhODA67FVTle4s7dpfXRfJrI6tR5R48vhTq20oWKBe7ZSmnwUsD+ZWls3/TX4doJvRFQNi2tF+EYUvKTSGI3D31iDN/XV00Ccd85SlRFVYRhVlp3CsFZZtl3EZ3Zm+eTGMm/szPHvPvM0a1uzbPbb+Bh8aigWDO6C4JchflcBZwRdEapOjE8sXnTfxfxwAHuPAUEsnnkG03ZP/D7U+B4mBE8Bwg2eX/4E5tIGa1VFld/5iHEmqYb6PasRLUo0y5HeALMzJNrNMP0cszUMViRFiVQhwxRe63OP6zrLJ7lwVH71t4Dv1EOikBM8+jjJIL1D8aJefO0FWf0a4J8zgVgckaaP8wVPXNU/uAw8efRIssesrFdoitQ+R6EylO+3FKlJkoEYetyf6t4QCNmmLqtNbM01xj8gtA6ZiFpC/t5J+xbZ9dzrQmJMwB7/M7W54MHAZ9zHYPzTmgN/178bCRNHHq6DtSYozHIPqUC7xC1aslSZmRuQiMceus4iQhqHiuKFhR67UUS7mVPGIKXQEcdLl5dwm5ZLdo5RZbEIqTWBoH0M13iWIREV1R3DjcQE6f4/OOLpEyfqGbZLK/dCzD6Q1buDubvPEZMDgZKUNZm4AhHFZA41pvY5ElxkqFJwDQnGqp4QIOVCVQjX1xaYGVT4m5Zeo8u1zQV6w5R+1mLj9Xl6Ww2kEio1yJzDr1REpytOLfV45swGZ+e2eTVaYjPq8Mpj8yTOY6MD/mXHgGV22Zjs8/jnRFa/e9KkrnqxEln9C8DvwCSZonCL55+oNHrjvfTOK/F093zd+1+4LONyYekwlMjYoLNygRu310T2vj7usUEJi5A3WeQlznBEcHQF+M9ULxZv39Gd4LhwEiC9g/GiXvxXL8jqX2ZK6jYijR/nC5/Y4OW8oGdBSI7ySYKwmnN16nvcbLYmPWpV/z5euX6O4RVmeZJ4uhkbwL8DvumwpP8QvnzSxph+0aKI7zk+GnOMxsHQmIRtTDAfrIMiEcF7HzJEdVYJEUQ1lDVtMAo0zmMyEFMGjxxCdxETKVH3tHxDAAAgAElEQVTqaSznjKIIh9xRZjnYT8ojnG2OON3MSVBOpSN6RcRTdpeXZxd5oz/LcDeiQUIa1UrGvXYM9w8jsKR9btxpowPwH3J0gPRnJm2cY8Nxt8o11dvnr9vKnALUyk1r9zyQpH5KVIAOPKJgXch9+JqD5JqmNvAEjaRWUhkQRQqLGTluDBbZlS7Xy1MUGwlpVtC/0cVjiSsNTuapwc8pdqEkmik5dX6Hc+3+/8/emwdJlmXlnb9z733v+RIeW+61dnZ3dQPNOg2iZ8Y0ZjCDGMAamxlhpZmRZIaQjTBJMwYGGgQaIAgTMtDMGNqgERoQWkwISzMJqYWEEE2DIYQhemGpruruqq69cs/YfXvLvWf+uM8jIyPdIyKrMjIrs95XFpWZ/tz9vfDr4feLc77zfXygtcnyCfhMAs+eWEIGBn/FkUzi5rx/y14+J2dX4d5FJD8vTn9JV9ZEVj8M/BZTpmoBNvjiJ5/h4ujLuZoIQVPSRPZaXEBtjVpr7lShikG9jEcEnyJFFX8WihLNo93Em5movNvwCp/nLJc5ddDdNoEPq65cu0eX1eAuo2mxPeC4oCs/C3zXrOOCkZO8P3N6cjjUwaE7ncLNsMuiQMcFmhfRnr+eaHo7fEBZ7bDMFx1Gjj4FfNMFXZnZR6jx1dNubHN9kyNV8fdMd4nEKoM1qDGEVla3bQwk0UMnuLgRxymdFLWGkETdC85C6lCzx8W5iqPeZlQhVUAKDy4gJmASj3EBL8pW3qIMlp3cspMnjCvD1XFKpVCGWJ1acDnzLuf98+s82d3ise42J3tDenNjqlQJmcEnRN+d/SGtbwEHbMQfnHVAZHUJeM+0Y0ts+AOtJnTPX3bz2SbTlzenCVUAY3f/Lc6BxCqRqEIVsLnHlAplbcIYs2QJztRTVURR8eSkQaCCsp+ytd3l+tUFXn/tJNcvzbP+bJdizVHeMJhBdL0OIaAdhSyQtAsW2mMWsxFnswG9dk6aVIQkEFztISQ3VVdv1cunJRU9RrMOz1wbANWV54j6sJnhw9s82v493jNe16FObfXvv37VOKGXFzAYosMh2u+jw0HMGvRV/CXuPqJQyx/w7sPI0Q7w36uu/OE9uqwGx4CmgvQQ4IKu/N2nY4bY3551nxO8a77DUpHrVVQKPJ7ociS3eJbsflwFRan9cMKez7X7QI4mG48gePV0OUeLU4eJcz8JfOMFXTlKcvzUjWCOtRaSeg7NFqk1FcZA1sJkCdpOCfMtvAWrBqOCGXtCFm0S8rZQLqV452thtiVZL6PHTh6w46qOfVGMDzHVvax2p+Hs9Th+7jopL3OazdY8o3dnhJEjHyScSYdclRatxZzzi5sspWP+2PxVLhUdPj88wRujDmtFh0Q85VbCMy+ew2470q2cbN0jGu4qEV5gOOvQl4mspjNaEP/FtAdYBuOEqhCRmTbpN1G/R4zd9TSSLOqsJGgUxI+iCF/SJE6vdVvQTglJrUdSQEN8JhulJkYVlyu21GgTNgyIF3xmUAtqhKo02J1AsmOQ9Yrs2jjm2VWjqMHvpLi+JU0dhThkRyjKLq/aZcK8o/fEmOc2lrh0uYcbWbLrYAtihuJdXJt5hlO9qog/F1MnZidQXfl9kdVvILb6p1gxQMHC3Gf5UIVeNOdkcMvPM9z0TIo6O607iD72K6s6NBBu/Ry6h5hcX8BzQxf4HI9SHFy83Aa+SXXlP9+jS2xwTGgI0kOCC7ryd56W1THw08yoerRZSDPmWNOXBtd4fqcrvcRg5zvMWYvdV02s+/zTfku/1+5rQM5IVRN/gvdKRu8w2+TfAb75gq4cqrAWWc2AL5t2LGX9ddFzHzjy92odkri4AS/10LYjzDkIFsYVYipIHZWB6lRK1TOMFwNqHG4MRhMIgvSruKFXAa3KWAQJteP5xAlADXZLcFcNI9Ohv9Cmn1mGOx3S3NMLFdstR5oPuSJtvrS3zpd117ha9LhadPj4+hNsVS1aWrJxcQ6z7eAatK57bCW7AvK7ZQjaopyhQyIlTmN+esrDphJXy/YNRRcPbi/te5PWvlOSZUinRUhi4Cw+mhGaiTA7sUg7xdcVPalbnBBJj4pE0b2CqWLrTceKswZNQI3G168C4xVbgh1VtK+VmH6JbA8xZYjnBkzpCKmHrlAFS5XBsNvmMsof7izzxs484zyhdVmxuYEAquGmFcRdiMuYZ8zF6YcOrCBNoLrySZHVryOSpKn5GoHUPct5Xter47M80++KkJD1WnRsSnr7PqQhVjHfBqgoGWhZvcgTbHDusD1zHfhG1ZVP3otra3C8aAjSQ4QLuvIzT8vqG8AvwHS3MoPlFE91u5wev6qfekMYPNqms0wd1TD5bemW7eU+EKK91yJqmOMxmePsUTxv/inwFy7oynQXvNvxAaZoWYSimiMsHB7+O7k/4OIGy3wb30uoFlPyM47kRiB0EjSJY/vFnKG1rKQnKx45P+D1awu0fGDsU5KdQNBoDCkIkngkr+Jv3d7vboyyUyHBYitlZNvk24H1rQ6SZrhrFSkZ42XQy9ANI05lGc+9scDaYsrn35jnpRs9xm2HbLQwuSW9auhczJFxhWznqL+7OjMRmNcx68xNO/xBphOkqRWkDpvisMlBxEAnbaia0GAtZAnaaxNSR7XQwqiJ7coUZBzQxIJ1N60VlFgx9aEWzIMmhhi4E9toKJg8QKJoJbgyEJzBKqSVYgdKer3A9XNkZ4zsjOK6mioSr1aK5BZdc/gSTHD0FzI0BF4yS5Q7CTsXM9xmwAw80i8jKburFaTZLTaRVTnK9JXqyh/W4///GviKWffb5kxrhyXp6TOvnOPSIME9gty0XLr58zZLUH9voQpXWOZFztmK7LAreQ74VtWVqbqtBg8eGoL0kOGCrvzbp2X1Q8BHgffOul+HhRNfzNef2OHa9TFXCBpURYOAVUSlHqSNFv/7HnyMH1iT1p+iGjRIhzPa5pSYQ96qigZBvg/4iUME2fsxNSysy8DPyfw5OeQjevegMagIOpcSehnFIxnlo0K57KkeE8y2JX3NUiw6goHe2QFfev4a58+s038y5cXtJX6Hxyj7QuuaIymJ4ZwCWk+USagnmELAjEvIS7KBxe70aYfA+JGEZGMLqRRtJbSLgnLJMXgBnhv2sE+d4ZVrPfqjhFYnp7te4rsWKSvSyyVSKOZaP7o1H4MQv8doFkE6P+MhU9fmLOG0nWWevUcALxNiZA10Wkg7I3RalKfaFHOWkMbWZ7pWEgqNjuV5QJM6FsYHTBViu7kWzqsRSAzqoljblgFDnHBDwTghKWK1qegJretFTJffHiPDfDdMNpo7KpQlYi3WKNnAYfIWxgh5p8Pm+wzFaylmC7KtCreWR73THg3O3cgT6zJGCEzJDlsEFjhAY3TrS7/yqsjqf03MbPu2mfcjzbb54PsHfNFOwcv+XRoSEfUebxyJBILKbszsvcOk9aeollrIJid5ibOT2JDDLubfAH9GdWWWp0WDBxANQXoIcUFXPvt0/G3uF4E/cdB9e5w+Nccptrm8eVWfr0ZsXO3I3Pk5mU9adO9ahMNRIQgjHRUJi3aJJzShdZT36JYg/8sFXfmVN3HKqda3PXzWorNnBmzW9XIzu66Toqml6iZUZx1hPlCeDZiRwViDDhOqtlC5wKkn+5xYGvFVj1zmtXyBbZdQ9kC8wbc8wRosEsODfZxmw0oUAGuAMmBDQAZjrChqBbs9xuZKEI2mlIC7ETt820nCpy+fYDhKMVbpSonxFp8EbF576wzGyGAcTUGPQWvWYuak8yz74am3z4NzOJla3dtjr6DWYmytPWplaJoQFlr4uYRqzlB1Ha4AKQzpOKBlQENMmxeAIkShdgggdeXIShRnu5vnm4Q9iyoUiitMXI+BYoceGRaYwRjxnlATJCDqa4xBQkBGJS4AWyUhTfG5Y+cLc5hNSEaedH2EFAEt/NTg1bcCI5BpyZipQdePcESCBKC6MhBZfRr4QWCVA4iFp9t7mS/lItv9Bf1c6HHx+Z7MPZqRne6xFEva95AjCcJAh+Vl2vYy781zFmcFqu3HjwE/2ESIPHxoCNJDigu6svG0rH4TMbvtx5litjeBICzwyOICjzBkq7Wur14p6T/Sqn1m9ooqb7bgbm5O+0WX0zDrcbu3qWBp02aJJRZTc/QBy38P/G8XdOWNoz5gH85Nu7FFwOGO9vEcQtSmFFU99RQwWwFvQfoCQ7DrIIViiWTmxnqbK7bN53aWWStbfH59iWCiS3CwhqoFWgRsaaNAOwSstSg+xr0UsfVjymp3DN8OAFXsnjwxQ+wEVRIYi4ApoarifRKLk/p1LkukKOtJoSiGvRv6lr3ImBkPeBsRqrPxzk67cxfEHjbhX0fmqLNIUt9XDOSK5h6TGkwGUoC6OLkXBGxwiI9Wn+KJr63WchghVpWKQKjN1WVcYYY+hqMqWFV0rJGjBY/kZcwJ8x4NilgXyU2y56PXuSjELz2uX8TO3XaF7DgoPGyMkf4YhmPIJz5Ad7e6l1HNIkjniK2jI6Nuyf11kdXfAP4h8NRB9y+Yn7vOH+MGxZd29OW1R7m61oPT0Z5q+ufMUVvfexEItRj89s+hXFPeYJGLLCUlKTAzbXYvXgH+vOrKx+/oQho8MGgI0kOMOnPs7z0tq/+O+EH13xz2mA4Lcx2+fC7gtdQdHbOV97nqrBgN+CLgW440ryhsSisBqSwmEWbnjyhKwBMIZc7IJmRVwJeqtFss5im9rMMJY6d/QM/CNvDdwD+6w5bafkwlSBnlnT1LLWq24wrpFyQ3HCZ3VK0Eu2lxpWJGigyhsgF/JeWzozNsthNe6S8SKhsnlIIQUiG0QaxgygDegEnQ0kfis1cfVFWgkXiEWisjpm4vQTT8nGSpofGxEDU2hSISW4PU1Q15E7leR8UBBGnaGpxkyvSgxWPlkOWeRLtMyJGLobMSFC1K0h3BeINVi4SoJ1JrwN6MsaCKU2vqXLRZsPE1jSG14GrRvMk9lBXGa91mjSRKKh9NDfNJpl30u2JyPbbW/DkbzzfxwiorbD9gh4LkCW5nHNdsOI7PpcfjQXaHa3MkqK78tsjqVwI/SvxZPZDRKGlrwPsffZ73c5G+LutWucA1WaQyCMOKvJ3Q0oAvgLYjDYAkJAcObVSRcpZjhjYl00AYFVq0Spb0Bgu6wWLan976PQgfAf6q6kr/Th/Y4MFBQ5DeAbigKy8+HadM/iKx7D3V2G0vDFYyFslYbC3wJGPd6Q9Y9yO2vrDB9dDnxsBgxl3mv3pJTpYp2W3hlhMIQq7jckShjs4XMhazLgsnOyypxU2dLz4E/wL47rdQNdqLqVWKAzaM2QiKFB4zKrEDJaAklwVRwYwDbhh/gzXBs9NNKRCuXjzL2DpMKUhe2y5oIBhBTJywioadFeoM4iX+HlzVgu3JlqN6q+meENt+tadVdEGvdu/LRFs2aUeFgEzaam8yuuIwHEA6p63BjHU5hLjW38/EqFNNnW0H8TUqPMb5yLwyB0bwBtQCCj4xGK/RKFIDIMRCYvSEknr6PFaSKpiQIaIhUnCCCSHmpI3zmihVuxEykjpwLq6pNezGboRIYqUooYpO6smojI+vPOTRzZ7yTbwvj4B09vt96jocFaorQ+B7RFb/BfCTwFce5XED5mTAXPo6j2IY56mumYSdlxPWtltcXXAUr/fofaDH0lIiBxMkr17X6cs66cUd5oYVvUcLTlSB1lFbaHvxGeC7mqrROwMNQXqHoK4m/dTTsvpPgb9CzFM6go9MRIveXCtGEuxmelSUlScvUJ/VIz/7PJUcBofgWCRJ6tvf9xa+jY8D339BVz7xFp5jP6Z+SFruQE4w2ZR9QILGjfPGANkSGGWYMuDGFXiJFRoRykGK6RhGgxZZB0DwqWByxZWCqTx25OOkkyqaRGPJeD5g5JBRgdVwc6qpJjgymdxCESd1PExU3cexfY2ViIle5x4loLvZr+m00uHUcuIBzxGxJ4ROixIJPtLGqrop4B4luNRhygpNLNJr4VuO4GL1zhaKsQLjyTyVQX2sEEoVYy/iWte2C4nDWyG0HCERzNggucXl0cNHQjSRlMShaQpZAomNhMmHmviUSFFAUdZ5iBpJlfe1m30dTntMcMx87jdDIm6D6sp/Eln9IPA0saI01QB0GgKtbMyj2fiWVp0/b8iLFoXMqdTvi1C3z4QKoSAhx5HjJGAd8Phb+BZeBX4Y+GeqK/fHkKnBPUdDkN5huBCnLH74aVn9KaKQ8s/DdJe4w+BInLtFTHFs+M/ADwEfe4vttGmYev1yhwRJJJo9UrdxZATJWJDSY+osNUJAqkAQxVUlrp1BkuI7gaorFPMa4yy8xxYxGV4qD0EiQUoFnEFVMSbqXBjmsQ3k6+rCJBDX1FoLr2CiZiVGmVALauqJnXDTU+e442NkdoDWtDWYsS5HgCrqA8bG2ByKcvfMYkzUA+UWYwRtZ4QsQTJLMIaQCiKKEJByUl2L1Tnxsaokk2qdAsbgDYS2I7QsVSIYKzhTky+I8RlSt9Wcgcyh1qJWYutNFQkeQiAUBfiqNkusq0qwqws7Lhzwut61n+9axPyLIqv/kvi589eAx97cs1kb6LSHdGZbkN4dXAb+JvD3VVduC95t8HCjIUjvUFzQlavA//G0rP4w8O3AX+IAW4D7gDFxCu8jd7litB93oY80UfDWbRgT/XUEwY1LJBBzs0I9Cu5DvK00qCsoT0dS4zNBSsWMa61QFZAK1MUWUNlxsZHjBCsBWwUkc5i8jCRqos2ZVIv2XBZEb6A6S6a+QW/98/5hmiL/Ta+LhkgetaoNNyf+UZOQU2eRwkCaREI5LKHjoAJNhCCCCTeHvncvZxLQVv8ztu+iyFudIThLaNUTjXldxZO6GjT5pDUSDScnppOqkRBNKkVleXOKsK4I3ufVuetzZLVr+k+LrP5/wIeJnz3/3d0+z1vEbxJ1Rv9KdeUOBYkNHhY0BOkdjgu6sgH8radl9e8Qg0G/A/hmZhhN3gP8HjHe4B9d0JW1e3C+qR9+UzxhZsOaKAJ2DtpxnFzEoN4j4ypqULwneL/bYpNhFAS7LEU3BakSqsyQjEC8YEJdQTJCsIJvWaqWEDoG78B2HUmm2Lwdx7/zHBlNSMGkFbeHHQlRJBwCGuoK0j3eeXX2XjttDaaKYg6/ZGW3PlaTjFvCe4lVIBVB+iPwgdRYKgMutchyK04hVgFTaZ2zFsmlisS8vCzeRukhsRAiacXVLblJ8XFyIbYOfQ4B8QpFABPbn5IXSBF1RlqW8UE+HOk7vZs44GzHRg5UVyrgl4BfEll9P/AXgP+R2b5Yx43X6uv5B3XOXIN3OBqC1ADY1Sj9GvBrT8tqCvxx4Fvrr3cd46nHwMeIxpa/fEFXLh/juaZhatnc1wTp0HFiqUXAImiWRJLkbKweTDx0agEueRGrBhAF3XUIrSsVyQPpEIwnbrw+Prca0NSiFkLH4jOhSqKWxhYWn1qsM1CZ3bF89TW7MsJuccZM/IFMvKnaUz26R14z1ewTTVuDqetS7SGu09dmT7uw1hztj0vZ/af3SOlhVGAThyIkw4AJGl+fqqZ0k5fRCN4S22QAqYmvZz3lFs0lNRJb5CbrUK3fD0RRt6+1MqXE94D3UJRIUMLEQPIeo5r9C8E9aSuprnwe+F6R1b9CdLf/MPGz52s53nfoJ4ifPR8FnjmKa3iDdw4agtTgNlyIJfBfr7++62lZfYQYBzH5+kqid80dlFmAOJr/OeBTe76evXB/S9hXp924gy+6DKRN50DDHVWNY9wi0XXZeqgE8JEQ1QJcrSpUA7sxCsHHr7xAxxaMYPo+al1Cve2HWLnwVik7UPUCmilmqYQhYAJ+YKm2LVQSPXi0HjdXjZqoNAE0ErN2hg5HkSiN6/Hze7gd5LO9i6atwdR1yXEM2SkSMpuQzpxe2t1RbyNHitQe8RRlbJONYrtNBCT3TBy9YseyriIFBVMXhTROuQUriPi6GCe7Lc2ARtdziSUkDRon4sp6wtAIUhnERgG9VJHM6i5p3X+9x89g89l5zFPX4bhQE5TP1F8/JrLaI37efBD46vrP88wQ8R+AAniZGGnzSeJnz+83ztcNDkJDkBocigu6cgm4RLTTB+DpaOR3mkiUzhF9axLie8oTWyQDosjxEnD5gq4M7u2VHwlTK1ZrlDfmdXuxTdsdaYfydYtkkt0VdN/0UdxUldrlWol6pSpgCo+hgqxCVHZzxESiP09oWULLUrYFd6Yk7RUkeEzP4scp7GRY47E3TB1HEltzJA7SFG2lkDi0KpH5bjQb3NiBJEEnomA4drJ0QAL6pSm3XSNSk1tIuMexphtrJ1g+mchsgjQLk6XUmPeBVBVaVXGCzAq2ikaeaoAkVoQmLtmR/2gkURIJEsbE6cLa7FxNFNSTEdtvVfRjIi/ie0RAxkTBduIwgUhorQMXJ+Qm7U8N/p6QI4CCmS4d97qiewtUV3aA/1h/ASCyKsQYlMlnz1niK+6I75eSWPm6ws3Pn42mOtTgTtEQpAZvChfiqOtl7vMH6F3AtM2ZMWk1ov8KnP2Sgx4ssNvOUe93N1KIk0dalXGyLUwiTicbdDRxFFVMFVDjsXnY9cvBxhaNGkFT8FbR+QBzAelWJOLxY0EzUBd1SrGjVG/jzkUfoNRBJ0OtxbsUOyoRDJKOozYKbplqO06MZ1cpbnsPqa54kdWrTDEq3CK8sEC1qKoHBtYeCL3pPYSPY/taVXHsfqI5qt3IJfhIaEOo22cAGlttdedM0/ovtSo+ErC6tTbxlwr1VN1EI2aiFQNSE1pj4jmDQfXNTa3ppHB1hziggjT15+N+oiY6G/XXs/f5cho8xGgIUoN3OqYSvJKlkWCXVdQLcnClog521aKoTR2j9w5VdXuu2YRMTUwbx3k0DAyKcUWsPiS1himAUyX0iZ2eyw43Fui0qDoF+lKCW48Bq65fRRH2hOcYIWQJOtemWkgp5x2+I7hti8lTMgkwGMVx9eEY1ZtTU8eFfHaVYtYmfIkpBKmktyiQi8ibsqfYRR0jIj5AUb9+owISh9hoqSCFr6cO67ZcXfkjKKYsUeewwcTKkhOk5aJRaL8AX7dfieRn10F7IuqfEKWazGKL2IqTEoKBorhJW1Vr8nPTDHQ2ZNcHdO/jD3oZ3q4VpAYN7icagtTgnY6Xp92odB73+FdQzhxVIiqqN6fVJs+zn3RMrAA05qtFgW4RiUqVgUh00bZxXDwEMIWSqBJaAckdvgOluEiO+gXJZoFQ+zDVFaxgLTiLN1D1EqqeIe+B7aSkfY2PESIxyItaZxM4yvb7ZrEz227rlRm3v0zUnNyCnJMmsPbWP7tMFNJrCJgQoji+DKAV1poopPcBLao4lWhqq4SgmAlJwhM0RrbYEJPvzMjHabWyrh5K9F/C2Phnksb2aR2JgjXRt0qIerUQ3xs6MbdEYjvwKAsjky+p/1m7T6mfubZDMsJ0OeE2sUrToME7Encqsm3Q4GHDM0wZKVfSTkknyGF8YVfTEg0FNcSNU32I5n6Taaq9Ds+1CaBOvHZqcbW3ShCN4/wGvAWfRCsdKnCbCtsCNwTWBbYVux3q9o/iuwnqLCF1UXNkBU0MPjP4TCjmLVXb4luW0E7RxKGZqyfxJhvq8UAVtmcTpE/NuP3T024sWVoQzG3TaXcEMTfJRGJRiWsYTL1+k/UJWheOlGCgahvUSgy3NRCC1lqyOBFnxrFNJ0UV9USTSTprop6snUH9dyZfxkQDUFt7MzmLOgOtFJlUnMRQ9/4O/rbgpr2DtfX0Yjwy65EHrMunG91Og3cymgpSg3c0VFfGIqvPAl+x/1jB0hMqeJkSmrobiGpiAKmxdnfDngh/IeqQdjetaL1cP95Eka61+G5GWGhTzmeUyxm+JQQXDQiTgWLKgKnADQN2VMYqlVHSUUCw+IUWVbtDVY0xYrGFkvQr6LaxYnHjgG9bpB6zClapuglWAy5Eh2j1AdMfxmm7SWXrLiInoZz+cVMRSeo0TCVOFQunQEdvWn9kDMZacAl0W0iWELottJMRktqmgdosUgQqj0+FctFSpUJIIulwGwVGDdm2x+UB9QFXBnRcxrgZVbAWSVM0MYRuRnA2ypAUzLja1R2J1hYMYtBWBokjFDkSFCkr2B7GdSmKOP04mbDbS3smxMgYxNbVql2CXkaHqClt1DdBXBs0eEegIUgNGsSN4DaCNODEUHQ4P/VX74n/UZJgJo7MxsSWTAjxt/dJG22vYSPE220kV5olcWNOHeWJNuW8pWhB6ILxQnBKkhvcIMBOiR1Hz5yk8Ii1hMTgewm+Yyk7CdYbGFQ4E8DYugKimEoxdXwJRmLMRZag7QCjVswlc8Vui+5uR1tszd6EP6O6Mp5xbOoG7em2Kqx/UyPwk7aWMdBOkTQhdFrQ68Q4l1bUBqmPlSQhtjyrRYPvGEZLJvofecU7QzoCX+TYMk4kal5ii2q3XYkzaGLRuRaaOnxmoyF3FaLXkkz8tgLi6gRAW1eR2km8X15AXiFlhRblHmGR3P691e/LiTcXItHZ29QO31NekoYgNWgwHQ1BatAgbgTfsf/GEaeXlJdV4ljSrftR3cKQxMWJsVYS9UNlVY+CF7FNM9nErd3VHyGAc2iWEboZZctSnkwZnzCEDIqeoC62UyQLsKbgBZNJ3Qw0BBsDbP28JZkLZKc9c6cLBhc72HmlDA5TRr2vlDFk1eSKhhhnElJD8Iq2E2w7IRjBpGmsHNWVsLvpwXMjBh3Peu2nQnVlTWT1VeDJ/cc2OWGW5U7ss/aIrCfrkSX4Tkq11EJbjqrnKOcsbgRqFZsrEkCxVG2hWDKU58CGiqTlsX2Fa0JlLFJpzP9NHZ46XNhajAjV6eh+EVKLdwlJ36MlyLgmR1aIRUoltGILL3QcVQbJeokkkIxS0Jp475LXPWaY1GQV4icAABugSURBVBq4+MLFSlEtAtcQ2M1224dcbUOQGjSYgYYgNWgAH592Y0EvG5H4bvRPvhXGIs4hSUKY60Qtj3MxNX5niMgkkyuHNI2TSkL0xCmrqBPqttFWQnW2Q7lkyJcM1Vw9Im4Bp1BCgRDGBpNDNe/idFSoqJYSvCjzjw05c26LE71tisdSrl1f4Gp5ApcHshsVplBcDkmumCC7o+a+JUhiKVUx4wpTVvGaiwKK/GAH8TuA6oEEaeprv+/4n9t/4wbL7sgehnvdwgUkcbFy1ErxSy3KhYzidEbVNYRUGSaC8eB2ojmkG4DvQXVS8b1Atjym28rpDkv8mYT+ax0K10JEcOsFerYT8/OKkvJxh3YryAxBLOZaDMRNBz4SJVfrkxIhJFFXVXYN1bzFO6WYt6T9BDfyUYtUVVCVN6fp9lUmJ39qPVk5+XcIYWpYcFyXqet8EXjhaC9wgwYPJxqC1KABfJ64GTy1/8AaPdtlk9paEKk1ROJs1I9kKWQuJsInDgqp40Zqs8g0tnFwLro1q+ITEw0c04TyRBs/n+A7QrEAmhAnyqzGySYF3zaIQjUnMXxVA1XmCC2hbAdOP5aTLeacOr3BxuY8LZ9Rzpna7bl25vaKKaP2hcm+6gxKIGQW8XUbZiIa3hUDv3WN7ibtGfoj9SC/csjDP8oUgrTFUuL1am0XdXgcTP2XWrgcv8cwlxEyS7mQUCw6fArFfIhrXCnBCrYSIODnFd8CPVGSLhYkSUmrXTC2Bl1QipHDVKA2RSWKvkPPUp0QWPBUbYMMhHbhCWNLKEyd32ZRJ/hWFNV7UcpFi28LRUtJE8GrRAJeTawBbvet2l2t2q9JJpEyE3uAKdUjRbk+m7h+tBFoN3inoyFIDd7xUF1RkdWPAt+7/9jrdIY9vqAZ7axDx002Jp2EzubRgdmEKNJlOIaibv1IdFX2c7FS4bspVaqEJGAqoVrIEBLKTCg6gilARmDLuCmbMvIUNQHJhTAP7e6Q3vKQSoShc6zlc9zwLSrvsdU8m2GOS7bH+AyoBTO2uIHgMxNDVKsQw1jHMRPMVCHmgG2NkKKMo+lFQdw+DyEeR8RV5mYckd/SGJZ8EH6N6Ip8S7REwPEq/voJNhfnWBCLO+CzbM8+731cJx9gXKC9hKi4DuhCIJwISIjfc9432LHgbBS2lylU3tAfu5jSkiqDqsUwTeFUIEkrDAVtPJ2lMW3xLCwNOXeyTymGk0VF+ZjjhedPoDuWl/MFdByNQs12iQoYK4CLIv1Fi9uuSK+XUPg97y3lduI66QHXU3ii0ZV9lxjdznUqNazPXBs+Ovv1bNDgnYGGIDVoEDGVII1Y7lzT4vmzmMehe/PnJQTE++jCPC6imLaM491aVXUVKGahhV6G76SMT7VidcBUhLaN3jlDqDpRn+QKxY1ByoDLwZQax84RQgZhTmmdyplbHpLOF2wVHXauZeSScn3kKLeUjVEPMvC9QBWEcuxQF8e9BcX4gPVgxxW2CGjlsYMxMq6grCJBmmymd8EUyatwleUZR8O/mXFgF6orA5HVXwe+ef+xi5yWtr5xtcP8I/bA69xbcaknuSoPPsa8SOmxIogJVN2K4CB4gwA+ixWbkJhYfguGMs+oyoxylFFUGZoIziqm50mynN7SgK4rOWGGfNHJDU67MY8lY3q25PpWm/PJDp+7fIoXLp6AnYDZKnHDOqzWGUzpIbGYCtKNOBEng3F8b01aazdfoLpCVr8AE40VtfZoTwtuf0fuCguEqQ7aOgD5jUOWpkGDhx4NQWrQIOJ3iPlfp/cfuMF75SQv9VW1LXsEsRoCUpa1G7NCHVehRQkujtVrmkZxbssSTjlC19BdGrMdEqwqCwtjNkZdrPH4SjClwQ0VOwTjQfIq6o4EaHlcu8LN5WQLOW7HISjDKgUCxWCeSixWA0m3hMIS2gbNozjZjD1SgeQeOyhjDtwoR/IqVo3G49q/KY6C3w2B9jXmKWdmsJl/dcSn+SWmEKScsye24D+dQh49/Cn2tAwnNgaTCJgErAuYtGR5cchWlSJByYsWiEY9kTGxbpNbCo1t1hLLRJ6WdkukU9I+MyBr57Rcztlsi9PdHd7j+rwvG5BazyNtyyeGKfPDMWUX7FAJeMywBFVMCJhORrCBbFTF6tKoiI7rpY8kdi9Bum2N9JY/9t53v1zpDU7MeK30V1R/JD/8NW3Q4OFGQ5AaNABUVyqR1Z8DfmD/sTGPv8vzys6EMAjEMW5VNC/i+LVI1BlVVdycvEedRcaOYD3lHNjFii9+Yo2nTq/Ra415pD3g6sYc132bdZPyzOWTyA1LeCODvmCHHikDduzxbcM4dQzaGXm2SDsdsXl5AbduSSuLpga/qJxfXuM9S9dpn8oZdHp8rnyU/qhL0q9ItivsdoEdFphRgYxyqEK85jyPmqmqitNSdwmzN2F+VXVlqov5FPwi8BOwXzAj0ue9X64yGALdIz3TxBcoxPF5n7aoEuFsb8AXnbvO2dNrjMSw7lM+l56g3GixtrFA3s8QBZvVBpMGqqxuYyEYCSy1RpxsD0GUrVGbzw4T5j2cXxzTTaIv1lK7ZH55SOUrwvsKJJSwPUYGOVR1Fak/iNW+doaMi0iKigoti7g2t0uQ9rwiRyO1W3QYzJxeMz99pCdp0OAhR0OQGjS4iZ8Bvp99jSUlSW5wLjmNr/+tMBmMmmhaILZtJllrOIzU4/gWINA7mXN2YcD7l6/zNeeuIgg3FjIu0eGF8SIv5l00T8lTgwwdJg8wKnDBIepIvJIPM4Y7lg1pY4YO0zekJfiWIe16zsqQs3aH98xf59XiNBevL7PtOoDitgrcdh5J0M4IihL1dfWIaBZ5UGbXnUBRtrXDFp1Zd/nIkZ9LV/oiq/8Y+N/3H9vmfMvrZ11y1GLXhEBowLcMKopmyumlIaezER9avMLAWl4p2mz2M3ZS6EuXcpxh1ETtlpEopveKWqGySistSIxnzo4Zh4TSO6o8Yz0dsZ5v7p4+r4Qdk5DOVWi7gl6Ftn2cdvQeLWMlSUSgJkcKNytHPtz67nyTbdBXZxPXzwNNe61BAxqC1KDBLlRXXhVZ/WXgw/uPXeF8+0n9TOVEgsMmBht7bWGyYclu5UVVEW9QiTlnWlYEDXTEs+jGvG9+ncd6OzijnO1CGC0zyuBd83OsXVtglAvDMciowuyMEU0hBOx1Q5XF1o4vFLcuuIse1zaYkWJVsPOBJPXYVAlD8NuCySvsdo7Z7MPIR+PB0SgKzcsyCnnvEjGawKvneU7NOvwa8G/v8Cl/mikEKZCmX2Bu9D7dTFRUU7LkQGH5rrM0SFWT27HHeE/L5HSTHCvCqTRwrr2D2gQbPDZXTOlxOx4/V4cCd4WqLSRAWLBoC8bbKYVY+mst8q0WG1Wfi/1FXnE7BIFrPmNYOq7sdKDWgLFdRmJUxiqRwK0Vor3rsz+s9k2QozVNuM7CrMMfaabXGjSIaAhSgwa34iNMIUiBlnuW7otP6KtnljmJFVfHn9f9jt3oh/qP4NFKYVhgtwtaLqG8lJF2wD+e4Ey8rzPwRDbgXDrGnIbrlwb8YXqOlwoX9UHjHFMVSJKgVnFjS9ZzFCcN2aWAHUZhtRGhOGPZ6C/xe70Frpy/zqsvnIEtR+diTnp9iAxz2B5CCISqiiLzYyBHABv02GJ+1uF/oLpyR1bdqivPiaz+BvB1+49d4Unb4XMvLmj7/LLMJGXxeSAGwSLIoCDbqOCGZ+u1Fr/PadLzQ7JWyeNpnw/N3+CFLcu17gn6eNJ+RbpeYa9ES4R80SLWUPQskLCxvkxROcYbLXTDon3D6y+eYae3wOXLS1w0XU4/ucHLG4tsXu6SXMtwX/CYAZEceR+dz2ddOEzRHN05XubcrEND4J+85RM0aPCQoCFIDRrciv9AdBC+LUV+m/c+scXnP7GEfu3ujbL7vz2oCVOd5G4KYKyc8jmmEKpCbpkoWnQlSsV7/QCxLRYYYUbtGHY6LjCJjVNx/YoQBKoo4rbDgN0ssBrjLIxVdqoO5Rg28i66aXHXC1pXx8iohO1BbKtBFJcfE1ThxZmbsG6CHLm9tg9/gykECVx6mafaLZ5/HeU9B1oiTf4SAkYMFIFs6MkLgx9lPF8s8N50m6CWU6HiqqtI8dgiYMpAdj3HYgjWYFQIWZyK821HEWB4aQHZSUgGSveqZ8POsbne5rVqHr+ofC5t09+cI9kS7PNgtwQzkJjZVzuvH3zhbw1r2mVzJnHVn1T9kc0ZBxs0eMehIUgNGuyB6koQWf1+ov/OPiTJGl/1nie4Mma/KPg2jhTijcMc2RkjRth5vcXOyYpL3nKpTDHAki0YBsOaT9mycGXbsn4VZJzDYISOcyhi2rtUAZnLsNsGbSXYfh6n0YwBPGbdUZxI8U6peinJdolslHFCanuI5sVtDst3oyKxHxdZoj9TeyQ/dgTvo6lQXfl1kdVfA75h/7ER7310yKXrHKLKuRnJoVEYbSz2cp/h6RYqhudfPEX3EU93rsDYEVeHGcNRiow9Zm2MbPQRDCZ43HaC7yRkqaUctZBM0Z7BhJz0SgmbnioV8J7qmsHPVfhlwI1wL3ncVUG2hshaf1f0f/dX4ya8Cs/Prh5tgvz4MZ6+QYMHDg1BatBgH1RXPlZ77/y3+48NefLMOoPxo8ye9IoakpqEGMWMC6yC3fDcuCa8cKNH9ljBaVewYCu2NeVa6PDceJEXizY+KWE4Riciag/4GD5qqgJxDk0dZlzEKbS6+kDmcP0dnDX4uTQKshUYFPVY+90TYc/CSBNe4Oysw5eAn3yLp/gBphAkMPYyX7l8ntclpppNN7nc6w8uIRp7ChCuBCrfZvR4hzf8MsUZYWdxm6u+RYLHjhXxIQraR2UcZCsc0he0lWKKkpYxFEspyWaJlBUMS1xeooRYKQqB8pTBbSpSBMgFszGMVaNw9yYHp0FRXuI0A1qz7vLjb5a4NmjwsKIhSA0aTMcPAL837cCLvLt1Wl/Eig+CmKmi4EllJihSeoSKMBb6Q7iylfBImZIG5WrRYStx3BhnfOHaHDuFpb+tUUhdGzeqxAqRAFiDSImM69DSumWGKjKOAmOFKO4uo5GlBp2uNbrL1aOgymd5BD/VfBCAH1FdGb6Vc6iufEpk9QLw9P5jOYvpqww5z41YKIIDnMC1JpagkuP7baoM/PWMrU6LpN0C6xkUlnEtdJeigv4IqoBqgMIiziC5x3jAWMzAYyqFskAHI8QHQllht+K1mHWD8YpO7BVqgnvc1aMtbfHqbNH8JeDvHePpGzR4INEQpAYNpkB15RMiqz/PlBywghZ/wPL2U3y+O8+yF+RWRrCHeIjW3kIhMHpJEZdQscQnd3qkheX84322hpZLV+fYGCmDT0P5aokWcfoNvVn10UJjxpZQB5fWOue6+jAZcBKASm4+7piE2PtxkROsz872+hTw83fpVH8V+BameB+9xFlN9NXRSTGuTTed/RQSjT0VZKzY60OkhPIzGaM1x/XFJfJzGetfmEeuQ3Yjx10ZRsJaTuweKqQ0iPPRPR2wSYKGSFyj03qIMTQQK4C5iWS2bqmhOjUn7W6iUsNzPM4Bncf/860S1wYNHkY0BKlBg9n4HuBPALc5NW9xbv513bj+AaqTh/7qrxpH6jUwvphShox8q43vWq70l9i40SIdV1QXx1SXSny/RPNidxxdNURfnBBQasLkze7xW/pGe855y597bz8G3dGGdg7Qt2gJ8u2qK9XdOJfqyisiq98H/NTtR418ga+0bf0D395N3zggU65OujeFjyaamzlaWvrrKaMbXcK6Itsl2aUB5L6uHt3MN1MfHy9VFbP38jJW9oT454Sc1pU9vL/l3MeNoMpzPMpwZmstfBTMPz/2C2nQ4AGEzJyaaNCgASKr3wT8u+lHg34xz1WnpTSgJKS39Za03hxFBFoJdDrQbqGPL5BnCWVPsWJxNwqyawMY5rCxHcXZD8jPZl/hU7z/gEiR8EOqqz96N88psmqAjzF1qg1arI++hlcyI+ItNhHkVpK0hygqIJ0OkqawMIdfbBNSg3YdZuCx13eQOu4jbO/sq/hMynaGms3WdOz+r10g8JKe4pXZxHUd5AOqK1fu6YU1aPCAoCFIDRocApHVf8iUVhuAUBbv5rfXlrEnF2R5FkOIm7EASYIkCb7XQglUJ9qYfhXNHHOF4ShWGarqgSBIlRo+wbsYzHbM/hTwobtVPdoLkdXzwDPMiBmZ4/XL53lueVlOm4Tk1rXZo1JSBXE2hgu3W6gzBCdot4XZGmLU1IafJZTFnkpdTY72BMTOzAC5D7iq8zzDEwfd5U+rrvzCvbqeBg0eNJj7fQENGjwA+G7gs9MOKEn6Ml+7uIOu7/1lQ/dvlJNjZUUY5chGH7s1Inlji+TaDmZ7BDt9KMv49TYnR4riVfhDnjiAHOkWcRO+6+QIoM5y+85Zx/s8fu5V3n0lqN+t7N26LnsqSqEWTY/GyGCE2R7irm1hhzn0B+hoXEfJMP3xMcr2rX5Lbxla/7emXZ7lsYPu+o+BprXWoMEBaCpIDRocASKrTxGn2hanHbcMRl/CH5VzollK2yUkU0a56opFfMJbg0X3mAQe5zTT3UKunmd4UjdZnHW5AfgW1ZV/f9zXIrL6N4Hvm3V8mefX3seNlhGTtuk62S/C2q/LEtldn+hsvU/kfkw6rrsBRbmmqT7LeyXMnib8XeDrVFfG9/DSGjR44NBUkBo0OAJUV14gjpZPNazxdNvP8hXJNR1tV1rMiNG4GUsiyk1StJcYPQC/r1RqeIZ3cwA5Avi+e0GOavw1ZurEYJ33nXiWU9t93Smm/0JYr8vk/5PA4RDiLfvjP96m5AhgTXs8y1MHkaOLwP/UkKMGDQ5HQ5AaNDgiVFd+jTjZNhWBTvsl/vj8DTJV1d12x62YbMZ7Rrz3kqS3796LogzV8UnOszl7nB9intdP3KPLos51+1+Z0QYF2OGpcy/ygbwiktLb10b2/H+PNcIDUmEPGnhNl/kDniTM/lgfA/+D6srle3hpDRo8sGhabA0a3CFEVn8U+L9m3yPoI3zuxjm5tjTPEhb7UNhprGuHP+JxqpnTagB8FPg21ZXjC3ubAZHVx4DfAs7Puk/K9vAp/sjPi2t1mTvwG3lQEFT4LGe4zMmD7lYA36q68qv36LIaNHjg0VSQGjS4c/wQ8P/OPmzkEl9y6kV9z9ArVnfbN7f++XbG3mtUhdf0BL/P+cPI0a8AT98PcgSguvIG8PXAa7PuUzDf+Sxf07qhrd02aCA8EGuyH5OK3qd512HkqCSS1oYcNWhwB2gqSA0avAmIrArw1zmwkgQZI/1iXgs92SkNkhmsB7EGI7NjMO4/PB7QsKNWX+BdduvglhrEytHTqiv58V/dwRBZfRL4OPDug+53jmt6nosjZJxldIyi3mLd23ldFCUQCKrV6/Tsq7xLDoh2AciJmqOZGq0GDRpMR0OQGjR4CxBZ/V7g/+HA4TNljhc3TvDMi/O0nppnud2Wg2Iw7j8KLXmZOf8G560ebrj/88B33q/K0TSIrD4K/GvggwfdzzKolvn0c8tsVB26X74kJ8VgD2Qc9xsbWlWf53Hb58RhTG4d+JOqK795Dy6rQYOHDg1BatDgLUJk9ZuJnjLzB96PcT7P8y8/xdYTCyx2RIRAwNSd7gMjMY4Rk/MGAqKGG/R4gVMMZ5s/Th4ZQL4H+LuqK2+7DxKR1Q7wc8D/fNh9Ey6vPcLzN97N4vut2N2W22Q97sfa7D2nopTqeJkTvMFJ9HB1xLNEzdFLx32dDRo8rGgIUoMGdwEiq19EbDM9ddh9HYPicV73y1wbB/FJh04iiMloJ/djEy4ptNKqvE7CJd5rB8wfoYKimyB/SnXlPxz/Vb551K3Q7wf+BodaTCkLXM6f5GLhpB8SksyRSkKSOJJ7rtesqPCUYaxavcEpucrjSThafOZHgT+jurJzzJfYoMFDjYYgNWhwlyCyugT8NPCnjnJ/w6ho8cqLJ3mpPEH2vmU5k91mYnjMqNTwOm29yEnG9I567t8F/qzqyheO89ruJupMvZ+DmcFke6CkXFub4wsXz7BxbplTC/ejJbqlCa8wH25wShR3lLUpgR8Bflx1ZapfV4MGDY6OhiA1aHCXIbL6bcBHgFNHe0TQLlf77yLvnWKISInBIAgVJa6eHAt4TC3IPazlMzleUWGxu393OIIKa7S5wQJXWOQQke9e5MQJvp+ovYceKIisLgN/G/izR32MYTg6w/XkcQrXI8dLfA2B3faop8LUr/Fh2LtuHo/l1nZeX4UNFrnCIlvTI+Zm4dPAt6uuPHMnD2rQoMFsNASpQYNjgMjqKeAnie7bd4BAm7W8y/XNNjeSFptrTqTyVCctbrPD3JmMVrtD78B5+4KcEf1yxHBQqb88onNmxIliyJnugBNzSnKnlarfBf6c6srn7vBxbzuIrH4Y+BmOVE26CcsodLm+PceNUcp1lzLaMiLtgPo2XU1IH5ljQRxuZh9MUUYMyhEDxgwvlZowYn5uyCkZcno+Z+FOPbNKYBX4v99OIvkGDR4GNASpQYNjhMjq1wM/DnzNm3uGoIbBumP7qmWTDkVvEXvqJJ2WwwMBQVCECqHAUZAyQNmBfJtuVbLQ4s1PZr1KrBr9woNYNZoFkdV54Hvrrzsq1ew+B3lu6F92bG0m7PTmCfOn6C53UBsFS4FJ9l5JQo5jjKWP123S4ZB5G+i23sK38c+BH36QWp0NGjxIaAhSgwbHjFoo/CeJQuH33efLOSpuAD8K/P23g7fRcUFk9Qzwg8B3wsEumG8j/CrwA6orv3+/L6RBg4cZDUFq0OAeQWTVEUfO/xLwX97ny5mFF4hC8599J01BiayeB/4y8B3A0n2+nGmogH8J/KTqyn+83xfToME7AQ1BatDgPkBk9auAvwj8aTjUcOi4EYimih8BPv5OnoASWW0TpxD/MvDV9/lyAC4S9VI/24TMNmhwb9EQpAYN7iNqLcw3Ah8GvgVYvkenHgEfI3rm/LLqypV7dN4HBiKrHyCuy7cCH+JQH6W7hheJ6/JR4LdVV6p7dN4GDRrsQUOQGjR4m6Buwf1XwDcQIzK+miNbBRyKPnEU/FPAbwIfU10Z3qXnfuhRa5W+mbg+HwS+DI7m2ngEvEhcl9/7/9u7e5UGgjCAojdikd7Gv9LeRxRfKo9hKYKVjYKNjZUgsZgEYRobCQs5B5ZtF75iLuzMbrWpnpb4ZXI4NgIJFmq3ufu6sSDfNI6lX1SX1Xm1bizSJ43j3l/Ve/Vave2ul8bi+3zMr87+22p1v25E0m111ZjJfj5njbmcVt+N/UOf/c5lf3+sHrbbu49DPz/wN4EEADA5+P+FAACWTiABAEwEEgDARCABAEwEEgDARCABAEwEEgDARCABAEwEEgDARCABAEwEEgDARCABAEx+AOu+eQWENDeZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DTCRU.Repertoire_Dendrogram(n_jobs=40,distance_metric='KL',lw=6,gridsize=25,gaussian_sigma=0.75,Load_Prev_Data=True,\n",
    "                           dendrogram_radius=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All options for the repertoire dendrogram can be found in the documentation to change the figure as the user desires. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
